Raw
The original submission: a PDF
L1
Level 1: 21 lines
- 1LAND OF CONFUSION: THE FAQs OF STEAK
- 2ALL THE FOLLOWING APPLY TO MEATS IN GENERAL, NOT JUST STEAK
- 3HOW SHOULD YOU THAW YOUR STEAK?
- 4If you're anything like me, you often realize your main course is frozen when you're already starving. There's no need to let your steak sit in the fridge for eight hours to thaw. Just ask iconic food scientist Harold McGee, who described the smart way to thaw in his piece "A Hot-Water Bath for Thawing Meats." I've bolded the most actionable points, and 45–60 minutes will take care of a rib eye:
- 5"I fill a **large pot** [or a mixing bowl] **with 125°F [52°C] water from the tap, immerse the plastic-wrapped meat, weigh it down with a slotted spoon to keep it underwater, and stir the water occasionally.** The water temperature drops, but stays above 100°F [38°C] for a half-hour or so, depending on how much food is thawing.
- 6"Last week, I thawed 2"-thick filets mignons in an hour, whole squab in 40 minutes, a 1-lb whole fish in 20 minutes, and 1¼"-thick salmon fillets in 15 minutes. Thawing times can vary, depending on the volume, temperature, and movement of the water, as well as the food's thickness and how it's wrapped. **(A lot of plastic swaddling interferes with heat transfer. It's best to remove it and place the food in a thin, resealable plastic bag, partly immersing it to force the air out before zipping it shut.)"¹**
- 7WHEN DO YOU "TEMPER" MEAT?
- 8If you cook meat right out of the fridge, you typically risk having "black and blue" meat—overcooked on the outside and undercooked on the inside. Dee-sgusting.
- 9So why *didn't* we let our rib eye come to room temp? Because we cooked it *low* and *slow*.
- 10As a general rule, if cooking over 300°F (150°C), get the protein to room temperature first. The higher the heat (and shorter the cook time), the more important tempering to room temp is, whether it's eggs, steak, chicken, llama, or Gremlins.
- 11If you want to try a more traditional high-temp steak recipe, see page 494 for Bistro-Style Bavette Steak.
- 12WHY DO YOU USUALLY REST STEAK?
- 13Meats cooked at 300°F (150°C) or above (or large pieces, like a roast) are left to rest for two reasons:
- 141) The semi-rare middle will continue to cook (heated, in essence, by the hotter layers around it). This is referred to as *carry*over cooking.
- 15Let's say we'd cooked our rib eye in the oven at 350°F (180°C). We would have pulled it out of the oven when the probe thermometer hit 125°F (52°C). After 10 minutes or so of resting on the cutting board, the center temp would reach around 135°F (57°C).
- 162) The juices, which pool in the middle, need to redistribute. As the muscle fibers at the edges cool and relax, they reabsorb fluids.
- 17If you were to chomp the steak straight out of the oven, the treasure juices you want in your maw would escape. Take a look at the pics below of identical steaks cut after different resting times.
- 18HOW DO I UNF*CK OVERCOOKED MEAT?
- 19Whenever possible, try to err on the side of undercooking versus overcooking, as you can always cook longer. But let's assume it's too late. You've turned your meat into shoe leather. There are at least two options for salvaging it:
- 201. If it's steak, mince it into hamburger-like meat and combine it with scrambled eggs. (I use a stick blender with chopper attachment for this.)
- 212. If you've slow-cooked something for 3+ hours and it's overcooked (which is possible, even if cooked in liquid), forge ahead. Continue cooking it for another 2 hours to turn it into a meat sauce, not unlike the amazingly simple *peposo notturno* (Google it).
L2 corrected
Level 2, Oct 27 answer key (no settlement needed), the newest
Title
| Title | Serves | Total time |
|---|---|---|
| (blank) | (blank) |
Cook Time
| Prep | Cook | Total |
|---|---|---|
| (blank) | (blank) | (blank) |
Ingredients
| # | Ingredient | Heading |
|---|
Ingredient Components
| # | Quantity | Unit | Ingredient | Prep | Optional | Sub rows (added at) |
|---|
Cooking Sentences
| # | Section | Sentence |
|---|
Cooking Steps
| # | Step |
|---|
Extras
| Name | Text |
|---|
Metric
| # | Ingredient | Quantity | Unit | Sub rows |
|---|
Empty in this Level 2: choice points, records, suggested equipment, goes with.
K0
Line roles and recipe starts · code + Haiku
What K0 does to it
K0 labels every Level 1 line with its role, and marks the line where each recipe starts. Every later step reads these labels: K1 takes the title and servings lines, K2 the ingredient lines, K4 the method lines.
- Why a model is needed here. This is a pdf, so its Level 1 is plain transcribed text with no role tags. A web-page Level 1 carries tags and skips the model entirely.
- Code guesses first. Code gives every line a rough first role.
- Haiku checks. Haiku 5.5, thinking off, with the full verbatim rules for this step, sees all 21 lines (each cut at 240 characters) with code's guess. It returns one role per line and the line where each recipe's title starts.
- Code keeps the valid answers. A role is kept only if the line number and role are real. A line Haiku skips keeps code's guess, and if the call fails, code's guesses stand.
- This run
- P-FAST-R18, K0 and K1 only, newest rules (--packs 2026-11-04), Nov 4
- When
- 0.00 s to 2.58 s of 4.9 s
- Model
- Haiku 5.5, thinking off
- Time
- 1.5 s
- Cost
- $0.00054
- Tokens
- 26,593 rules (cached) + 1,276 new in, 289 out
- Haiku's answer
- 21 lines answered, 0 changed from code's guess
Result after K0
1 title, 11 headnote, 5 method, 4 note. One recipe, starting at line 1.
- 1LAND OF CONFUSION: THE FAQs OF STEAKtitlerecipe starts here
- 2ALL THE FOLLOWING APPLY TO MEATS IN GENERAL, NOT JUST STEAKheadnote
- 3HOW SHOULD YOU THAW YOUR STEAK?headnote
- 4If you're anything like me, you often realize your main course is frozen when you're already starving. There's no need to let your steak sit in the fridge for eight hours to thaw. Just ask iconic food scientist Harold McGee, who described the smart way to thaw in his piece "A Hot-Water Bath for Thawing Meats." I've bolded the most actionable points, and 45–60 minutes will take care of a rib eye:headnote
- 5"I fill a **large pot** [or a mixing bowl] **with 125°F [52°C] water from the tap, immerse the plastic-wrapped meat, weigh it down with a slotted spoon to keep it underwater, and stir the water occasionally.** The water temperature drops, but stays above 100°F [38°C] for a half-hour or so, depending on how much food is thawing.headnote
- 6"Last week, I thawed 2"-thick filets mignons in an hour, whole squab in 40 minutes, a 1-lb whole fish in 20 minutes, and 1¼"-thick salmon fillets in 15 minutes. Thawing times can vary, depending on the volume, temperature, and movement of the water, as well as the food's thickness and how it's wrapped. **(A lot of plastic swaddling interferes with heat transfer. It's best to remove it and place the food in a thin, resealable plastic bag, partly immersing it to force the air out before zipping it shut.)"¹**headnote
- 7WHEN DO YOU "TEMPER" MEAT?method
- 8If you cook meat right out of the fridge, you typically risk having "black and blue" meat—overcooked on the outside and undercooked on the inside. Dee-sgusting.headnote
- 9So why *didn't* we let our rib eye come to room temp? Because we cooked it *low* and *slow*.headnote
- 10As a general rule, if cooking over 300°F (150°C), get the protein to room temperature first. The higher the heat (and shorter the cook time), the more important tempering to room temp is, whether it's eggs, steak, chicken, llama, or Gremlins.headnote
- 11If you want to try a more traditional high-temp steak recipe, see page 494 for Bistro-Style Bavette Steak.headnote
- 12WHY DO YOU USUALLY REST STEAK?headnote
- 13Meats cooked at 300°F (150°C) or above (or large pieces, like a roast) are left to rest for two reasons:headnote
- 141) The semi-rare middle will continue to cook (heated, in essence, by the hotter layers around it). This is referred to as *carry*over cooking.method
- 15Let's say we'd cooked our rib eye in the oven at 350°F (180°C). We would have pulled it out of the oven when the probe thermometer hit 125°F (52°C). After 10 minutes or so of resting on the cutting board, the center temp would reach around 135°F (57°C).note
- 162) The juices, which pool in the middle, need to redistribute. As the muscle fibers at the edges cool and relax, they reabsorb fluids.method
- 17If you were to chomp the steak straight out of the oven, the treasure juices you want in your maw would escape. Take a look at the pics below of identical steaks cut after different resting times.note
- 18HOW DO I UNF*CK OVERCOOKED MEAT?note
- 19Whenever possible, try to err on the side of undercooking versus overcooking, as you can always cook longer. But let's assume it's too late. You've turned your meat into shoe leather. There are at least two options for salvaging it:note
- 201. If it's steak, mince it into hamburger-like meat and combine it with scrambled eggs. (I use a stick blender with chopper attachment for this.)method
- 212. If you've slow-cooked something for 3+ hours and it's overcooked (which is possible, even if cooked in liquid), forge ahead. Continue cooking it for another 2 hours to turn it into a meat sauce, not unlike the amazingly simple *peposo notturno* (Google it).method
K1
Title, Cook Time, Extras · code + Haiku
What K1 does to it
K1 fills three tables: Title (name, servings, total time), Cook Time (prep, cook, total) and Extras (text that is not a step or an ingredient, such as the headnote).
- Code drafts all three. Title: the first title lines. Servings: a pattern match for lower and upper numbers, with leftover words sent to Extras. Times: a pattern match for each label and its value. Extras: the headnote, note and label lines.
- Haiku checks two things. Haiku 5.5, thinking off, with Ryan's R1 to R21 rules, sees only the lines that are not ingredients or method (here lines 1, 2, 3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 15, 17, 18, 19), plus code's draft. It returns the Cook Time label and value pairs, and which lines go to Extras with a name for each. It never writes the title, the servings or the Extras text.
- Code keeps only what is printed. A time is kept only if its value is printed on a time line. Extras text is always copied word for word from Level 1. If the call fails, code's draft stands.
- Then the Nov 4 rules step. Code, right after K1: a "Takes" line fills the total time (R82), a title loses a closing colon (R80), "Serves 4 as a main, 8 or more as a side" gives 4 to 8 (R81), and an Extras note keeps its mark or number in its name (R77).
- This run
- P-FAST-R18, K0 and K1 only, newest rules (--packs 2026-11-04), Nov 4
- When
- 2.58 s to 4.85 s of 4.9 s
- Model
- Haiku 5.5, thinking off
- Time
- 1.5 s
- Cost
- $0.00050
- Tokens
- 14,273 rules (cached) + 1,881 new in, 346 out
Result after K1
1 of 2 rows match L2 corrected. Bold text differs.
Title
| Title | Serves | Total time |
|---|---|---|
| LAND OF CONFUSION: THE FAQs OF STEAK | (blank) | (blank) |
Cook Time
| Prep | Cook | Total |
|---|---|---|
| (blank) | (blank) | (blank) |
Extras
| Name | Text |
|---|---|
| untitled | ALL THE FOLLOWING APPLY TO MEATS IN GENERAL, NOT JUST STEAK |
| untitled | HOW SHOULD YOU THAW YOUR STEAK? |
| untitled | If you're anything like me, you often realize your main course is frozen when you're already starving. There's no need to let your steak sit in the fridge for eight hours to thaw. Just ask iconic food scientist Harold McGee, who described the smart way to thaw in his piece "A Hot-Water Bath for Thawing Meats." I've bolded the most actionable points, and 45–60 minutes will take care of a rib eye: |
| untitled | "I fill a **large pot** [or a mixing bowl] **with 125°F [52°C] water from the tap, immerse the plastic-wrapped meat, weigh it down with a slotted spoon to keep it underwater, and stir the water occasionally.** The water temperature drops, but stays above 100°F [38°C] for a half-hour or so, depending on how much food is thawing. |
| untitled | "Last week, I thawed 2"-thick filets mignons in an hour, whole squab in 40 minutes, a 1-lb whole fish in 20 minutes, and 1¼"-thick salmon fillets in 15 minutes. Thawing times can vary, depending on the volume, temperature, and movement of the water, as well as the food's thickness and how it's wrapped. **(A lot of plastic swaddling interferes with heat transfer. It's best to remove it and place the food in a thin, resealable plastic bag, partly immersing it to force the air out before zipping it shut.)"¹** |
| untitled | If you cook meat right out of the fridge, you typically risk having "black and blue" meat—overcooked on the outside and undercooked on the inside. Dee-sgusting. |
| untitled | So why *didn't* we let our rib eye come to room temp? Because we cooked it *low* and *slow*. |
| untitled | As a general rule, if cooking over 300°F (150°C), get the protein to room temperature first. The higher the heat (and shorter the cook time), the more important tempering to room temp is, whether it's eggs, steak, chicken, llama, or Gremlins. |
| untitled | If you want to try a more traditional high-temp steak recipe, see page 494 for Bistro-Style Bavette Steak. |
| untitled | WHY DO YOU USUALLY REST STEAK? |
| untitled | Meats cooked at 300°F (150°C) or above (or large pieces, like a roast) are left to rest for two reasons: |
| untitled | Let's say we'd cooked our rib eye in the oven at 350°F (180°C). We would have pulled it out of the oven when the probe thermometer hit 125°F (52°C). After 10 minutes or so of resting on the cutting board, the center temp would reach around 135°F (57°C). |
| untitled | If you were to chomp the steak straight out of the oven, the treasure juices you want in your maw would escape. Take a look at the pics below of identical steaks cut after different resting times. |
| untitled | HOW DO I UNF*CK OVERCOOKED MEAT? |
| untitled | Whenever possible, try to err on the side of undercooking versus overcooking, as you can always cook longer. But let's assume it's too late. You've turned your meat into shoe leather. There are at least two options for salvaging it: |
L2 corrected
The Oct 27 answer key (no settlement needed). Bold text differs from the run.
Title
| Title | Serves | Total time |
|---|---|---|
| (blank) | (blank) |
Cook Time
| Prep | Cook | Total |
|---|---|---|
| (blank) | (blank) | (blank) |
Extras
| Name | Text |
|---|---|
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