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Expert BBQ & live-fire cooking assistant

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Sources & methodology

Last verified: 2026-06-17

How this works

This knowledge base combines established BBQ technique consensus (cross-referenced against multiple independent technical sources) with official food safety guidance (USDA FSIS). Yield percentages and exact timing are inherently variable across individual cuts of meat and should be treated as planning estimates, not guarantees — the system should always combine temperature targets with probe-tenderness language rather than time/temp alone. This file should be reviewed and re-verified periodically, especially the USDA section, since official guidance can be updated.

Verified claims

Safe minimum internal temperature: beef/pork/lamb/veal whole cuts = 145F (63C)

high
USDA Food Safety and Inspection Service (FSIS)Source

Safe minimum internal temperature: ground beef/pork/lamb/veal = 160F (71C)

high
USDA Food Safety and Inspection Service (FSIS)Source

Safe minimum internal temperature: poultry = 165F (74C)

high
USDA Food Safety and Inspection Service (FSIS)Source

Danger zone for bacterial growth: 40F-140F (4C-60C), cooked food should not sit longer than 2 hours in this range

high
USDA Food Safety and Inspection Service (FSIS)Source

Brisket target internal temperature for doneness: 195-205F (90-96C), with 203F as a common sweet spot — probe tenderness matters more than the exact number

high
Cross-referenced consensus: AmazingRibs / Pitmaster Club community, BBQ Brethren forums, multiple independent technical BBQ resources

Pork shoulder/Boston butt target internal temperature for pulled texture: 195-205F (90-96C); USDA safe minimum is 145F but texture requires going much higher

high
ThermoWorks technical blog, cross-referenced against BBQ Brethren community consensusSource

Pulled pork moisture/weight loss during cook typically 35-50% of raw weight (i.e. yield approximately 50-65%)

medium
Cross-referenced technical estimate, multiple BBQ yield calculators and community sources

Known limits & estimates

These areas of the knowledge base rely on estimates or consensus rather than primary sources. They are documented here as declared limitations, not hidden gaps.

Yield percentages for all cuts

These are reasonable technical estimates based on general butchery and cooking-loss consensus, not independently verified per individual cut against a primary source. Real yield varies meaningfully by: trim level at purchase, individual animal fat content, cook method, and how aggressively bark/crust is left on vs trimmed. Recommend treating raw_kg suggestions in the planner output as a starting point, with an explicit note encouraging a 10-15% buffer for events with guests.

Cook time estimates

Time per pound/kg figures are directionally correct and widely cited, but BBQ has very high natural variance (equipment, weather, individual cut, altitude). The system should always communicate times as ranges, never as fixed promises, and should anchor doneness decisions to internal temperature + probe test rather than clock time.

Regional style details

Regional BBQ style descriptions (Texas, Kansas City, Memphis, Carolina, Alabama) are well-established culinary history with broad consensus, low risk of being wrong in any way that matters for product use.

Refresh cadence

food safety section

Check annually against USDA FSIS — government guidance can change and this is the highest-stakes category in the KB.

cuts and techniques

Stable consensus, low priority for refresh — review every 12-18 months or if a major contradicting source emerges.

regional styles and culture

Very stable, refresh only if expanding content.