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Chat was run through Ollama's OpenAI-compatible /v1 endpoint, which has no context-size field, so the num_ctx we sent was silently discarded and the entire NUM_CTX_LADDER was dead code. Every conversation ran at the backend default and was truncated from the middle (where history and retrieved context actually sit). Measured with identical ~7k-token prompts: 2,060 tokens processed against 7,049 on the native endpoint, and with the needed fact in the discarded middle the old path hallucinated a plausible wrong number. Transport: add a native /api/chat path using the already-installed ollama package, sending a real options object (num_ctx, num_predict, temperature, seed) plus keep_alive. The OpenAI path is still used for LM Studio and llama.cpp, minus the ineffective num_ctx and with include_usage so both paths return prompt token counts. /api/show is now read for trained context, parameter size, quantization and any modelfile num_ctx. The <think> stream normalizer moves to app/utils/think_stream.ts so both transports share it; it gains a flush() that fixes a dangling partial tag being dropped at end of stream. Token accounting: replace chars/N with a structural segmenter scaled by a per-model factor learned by EWMA from the prompt_eval_count every response already returned and threw away. End-to-end estimator error is 4.6% against 18-20% for a fixed divisor — qwen2.5 converges to k=1.26 where llama3 sits at 1.00, so no single global constant serves both. Context window: resolved once per model from trained context, the exact KV cost derived from GGUF metadata (head_count_kv, not head_count — GQA makes them differ 4x), and available VRAM, then memoized. Memoization is load-bearing: asking for a different num_ctx makes Ollama unload and reload the model, stalling the turn and discarding the KV cache. The floor never overrides the model's trained ceiling — tinyllama trains to 2048, and a blind 4096 floor pushes RoPE past anything the weights saw. Prompt budget: planPrompt allocates explicitly instead of delegating overflow to silent backend truncation — response reserve, then fixed blocks (system and current query, never dropped), then RAG chunks whole and best-first, then history in whole user+assistant turns, evicted newest-first in blocks with an elision marker. Block eviction keeps the prefix stable for several turns rather than shifting on every one. KV-cache ordering: the per-turn retrieved block moves behind history to the tail, so the stable prefix stays byte-identical turn to turn. At turn 14 of a long conversation, prefill is 231ms at the tail against 539ms at the front (~1ms/turn growth against ~25ms). The win is conditional — with a large retrieved block and short history the two measure the same — so both orderings ship behind RAG_PLACEMENT. The per-turn query rewrite also moves to the tasks model; on a single-slot Ollama it was evicting the chat model's cached prefix on every single turn. Also: OLLAMA_CONTEXT_LENGTH and OLLAMA_KV_CACHE_TYPE=q8_0 on the container (q8_0 is treated as headroom, never as a budgeting assumption, since unsupported architectures fall back to f16 silently), a Context Window setting in Settings > Models, and budget fields on PipelineTrace. Eval: golden suites (--suite) so the new long_context goldens cannot move the aggregates the committed baselines were recorded against, plus budget and estimator-error metrics through the report path. Retrieval is unchanged and eval:compare reports no metric outside the tolerance band; the long_context suite scores correctness 1.000 with historyElided 0.500 (the two eviction cases, by design). Unit tests 337 -> 386 passing, same 7 pre-existing failures. Ingest-side CHAR_TO_TOKEN_RATIO is deliberately untouched: changing it re-chunks the corpus and invalidates retrieval baselines, which belongs in its own measured change.
25 lines
98 KiB
JSON
25 lines
98 KiB
JSON
// Long-context suite: conversations long enough to exercise the budget planner.
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//
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// Opt-in (`--suite long_context`) so these do not move the aggregate metrics
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// that `core` baselines were recorded against.
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//
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// Two classes, testing opposite failure modes:
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//
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// history-retention A fact stated early, then enough filler to be tempting
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// to trim, but still inside the window. Answering needs
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// that early turn -- so a failure means we trimmed context
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// that fit, i.e. threw away good context.
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//
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// eviction Far more history than the window holds, with the needed
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// fact in the LAST turn before the question. Answering
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// proves eviction protected the recent end of the
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// conversation. A failure here is the serious one: it means
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// the model is losing the thread of what was just said.
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//
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// Both are graded on arithmetic or a specific figure rather than prose, so a
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// pass cannot be scored by a model that merely sounds confident.
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{"id": "longctx-early-fact-survives-01", "query": "Given my group size, how many gallons of water should I store for two weeks? Show the arithmetic.", "turns": [{"role": "user", "content": "Before we start: my group is exactly 6 people, and we plan for a 14-day window."}, {"role": "assistant", "content": "Understood \u2014 6 people over a 14-day window. I'll keep that in mind."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 1)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 2)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 3)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 4)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 5)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 6)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 7)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 8)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 9)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 10)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 11)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 12)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 13)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 14)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 15)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 16)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 17)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 18)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 19)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 20)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 21)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 22)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 23)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 24)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 25)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 26)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 27)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 28)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 29)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 30)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}], "relevantDocIds": ["water-storage"], "mustInclude": ["84"], "mustNotInclude": [], "expectRefusal": false, "tags": ["long-context", "history-retention", "numeric"]}
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{"id": "longctx-early-fact-survives-02", "query": "What boil time applies at my elevation?", "turns": [{"role": "user", "content": "Some context for later: our cabin sits at about 9,000 feet elevation."}, {"role": "assistant", "content": "Noted \u2014 roughly 9,000 feet. That is high enough to matter for several procedures."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 1)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 2)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 3)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 4)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 5)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 6)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 7)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 8)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 9)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 10)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 11)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 12)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 13)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 14)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 15)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 16)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 17)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 18)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 19)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 20)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 21)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 22)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 23)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 24)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 25)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 26)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 27)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 28)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 29)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 30)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}], "relevantDocIds": ["water-boiling"], "mustInclude": ["\\b(3|three) minute"], "mustNotInclude": [], "expectRefusal": false, "tags": ["long-context", "history-retention", "numeric"]}
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{"id": "longctx-recent-fact-survives-01", "query": "Using the elevation I just gave you, how long should I boil?", "turns": [{"role": "user", "content": "Let's talk through water treatment planning for my group."}, {"role": "assistant", "content": "Happy to help. Water treatment usually comes down to boiling, chemical treatment, or filtration, and the right choice depends on your source and your fuel situation."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 1)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 2)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 3)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 4)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 5)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 6)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 7)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 8)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 9)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 10)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 11)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 12)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 13)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 14)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 15)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 16)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 17)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 18)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 19)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 20)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 21)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 22)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 23)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 24)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 25)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 26)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 27)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 28)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 29)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 30)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 31)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 32)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 33)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 34)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 35)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 36)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 37)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 38)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 39)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 40)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 41)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 42)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 43)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 44)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 45)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 46)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 47)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 48)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 49)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 50)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 51)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 52)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 53)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 54)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 55)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 56)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 57)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 58)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 59)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 60)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 61)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 62)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 63)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 64)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 65)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 66)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 67)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 68)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 69)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 70)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 71)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 72)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 73)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 74)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 75)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 76)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 77)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 78)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 79)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 80)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 81)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 82)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 83)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 84)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 85)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 86)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 87)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 88)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 89)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 90)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 91)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 92)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 93)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 94)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 95)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 96)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 97)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 98)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 99)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 100)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 101)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 102)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 103)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 104)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 105)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 106)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 107)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 108)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 109)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 110)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 111)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 112)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 113)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 114)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 115)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 116)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 117)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 118)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 119)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 120)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 121)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 122)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 123)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 124)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 125)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 126)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 127)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 128)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 129)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 130)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "One more thing before I ask: we have relocated, and the new site is at 8,000 feet."}, {"role": "assistant", "content": "Got it, 8,000 feet."}], "relevantDocIds": ["water-boiling"], "mustInclude": ["\\b(3|three) minute"], "mustNotInclude": [], "expectRefusal": false, "tags": ["long-context", "eviction", "numeric"]}
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{"id": "longctx-recent-fact-survives-02", "query": "For the group size I just mentioned, how much water is that for 14 days?", "turns": [{"role": "user", "content": "I want to work through storage planning in detail."}, {"role": "assistant", "content": "Sure. Storage planning depends on group size, planning window, and how much you allow per person per day."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 1)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 2)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 3)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 4)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 5)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 6)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 7)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 8)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 9)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 10)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 11)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 12)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 13)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 14)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 15)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 16)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 17)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 18)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 19)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 20)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 21)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 22)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 23)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 24)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 25)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 26)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 27)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 28)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 29)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 30)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 31)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 32)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 33)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 34)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 35)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 36)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 37)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 38)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 39)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 40)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 41)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 42)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 43)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 44)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 45)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 46)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 47)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 48)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 49)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 50)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 51)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 52)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 53)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 54)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 55)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 56)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 57)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 58)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 59)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 60)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 61)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 62)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 63)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 64)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 65)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 66)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 67)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 68)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 69)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 70)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 71)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 72)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 73)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 74)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 75)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 76)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 77)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 78)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 79)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 80)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 81)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 82)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 83)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 84)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 85)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 86)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 87)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 88)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 89)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 90)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 91)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 92)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 93)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 94)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 95)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 96)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 97)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 98)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 99)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 100)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 101)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 102)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 103)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 104)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 105)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 106)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 107)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 108)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 109)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 110)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 111)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 112)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 113)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 114)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 115)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 116)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 117)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 118)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 119)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 120)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 121)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 122)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "How do people usually get this wrong? (part 123)"}, {"role": "assistant", "content": "The most common mistake is buying equipment before building routine. Stored supplies that are never rotated expire, and gear that is never practised with tends not to work when it is needed."}, {"role": "user", "content": "Any advice on training? (part 124)"}, {"role": "assistant", "content": "Practise on ordinary weekends rather than waiting for an emergency. Cook a meal on the camp stove, filter water from a real source, and navigate a route on paper before relying on any of it."}, {"role": "user", "content": "What should I read up on next? (part 125)"}, {"role": "assistant", "content": "First aid is the highest-return study for most people, followed by basic radio operation. Both have a real skill component that reading alone does not supply."}, {"role": "user", "content": "Is there anything people over-invest in? (part 126)"}, {"role": "assistant", "content": "Long-term food storage is often bought far ahead of the water capacity and medical supplies that would matter sooner. Balance across categories beats depth in any single one."}, {"role": "user", "content": "How do you keep a plan current? (part 127)"}, {"role": "assistant", "content": "Review it on a fixed schedule, at least twice a year, and update it when the household changes. A plan written for a different set of people gradually stops describing anyone."}, {"role": "user", "content": "What about documentation? (part 128)"}, {"role": "assistant", "content": "Keep critical documents and contact details in a form that survives without power or network access, and make sure more than one person knows where they are."}, {"role": "user", "content": "Can you give me a general overview of prepping priorities? (part 129)"}, {"role": "assistant", "content": "The usual ordering is water, then shelter and warmth, then food, then medical, then communications and power. Water comes first because dehydration incapacitates a person in days while a person can go weeks without food."}, {"role": "user", "content": "What about sanitation? (part 130)"}, {"role": "assistant", "content": "Sanitation ranks alongside water in a sustained event. Human waste must be kept well away from any water source and from living areas, and hand hygiene matters more than most people expect once medical care is limited."}, {"role": "user", "content": "My group has changed \u2014 we are now 4 people."}, {"role": "assistant", "content": "Understood, 4 people."}], "relevantDocIds": ["water-storage"], "mustInclude": ["56"], "mustNotInclude": [], "expectRefusal": false, "tags": ["long-context", "eviction", "numeric"]}
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