turn-and-burn · diff
git:20261015.fce13e6 to git:20261015.0bdcfa2
0 added, 1 removed. Audit A to A.
---
name: turn-and-burn
description: 'Use when BACKS gets a mission of any size — runs the plays, quick-tribunals
the plan and design, asks its 3 questions, then researches verified-skill.com and
absorbs the missing skills to remove blindspots in the roster, updating current
skills to the most elite state before burning the mission. Trigger words: turn and
burn, mission intake, run the plays, blindspot, absorb missing skills, verified
skills, elite state, skill update, skill research, mission burn, ritual burn.'
license: MIT
tags:
- de
---
# Turn and Burn — every mission carries the skill-research organ
This is the BACKS AIOS mirror of the proven BACKS skill at
`skills/turn_and_burn/SKILL.md`. When a mission lands, do not start by
jumping into a build. Burn the roster first — the mission's plan and design
are blind until the platform's skills reflect the latest verified state of the
field.
## When to run
Every mission, every burn. A trivial one-line edit may skip the absorb step
but still consults the lessons-learned lane (see step 2) so the same mistake
isn't repeated.
## The burn ritual (six steps)
1. **Essence lane first.** Load `core.steering_loader.load_model_essence`
for every model that will touch the mission. The essence files are the
know-thyself of each model — failure modes, mitigations, the good
source/context/goal shape. Do not skip this; an agent that does not
know its own failure modes is the failure mode.
2. **Lessons-learned scan.** Read `docs/BACKS_LESSONS_LEARNED.md` and the
operator memory graph (`memory/MEMORY.md`) before planning. Every paid-
for mistake is filed there — the same loop never burns twice when the
agent reads the lessons first. Local prompts must be capability-aware:
consult `backend/prompts/essence/models/*.essence.md` for know-thyself
+ `docs/BACKS_LESSONS_LEARNED.md` + `memory/MEMORY.md` for cross-session
memory. This is the operator's "stop redundant failures across the
board" floor.
3. **Play dispatch.** Map the mission to the right playbook
(`config/playbooks/*.yaml`): dev-mode-elite-build for builds/fixes,
leap-bughunt for bughunts, grading-verification for tribunal lanes,
parallel-work for fan-out, security-delivery for transport, design-taste
for UI. The play's `injected_block` IS the baseline — zero baseline pre-
prompting, ever.
4. **Quick tribunal on plan + design.** Before any builder runs, blind-tribunal
the plan and the design with at least 2 independent jurors. Builder ≠
grader. A plan that passes blind review is the only plan that gets built.
5. **Three-questions interrog.** Ask: (a) what could fail silently here?
(b) what is the cheapest sufficient route? (c) what is the operator's
surface — does this prove on it? These three questions cut the
high-cost-mistake rate to near zero when asked BEFORE the build.
6. **Absorb pass + skill update.** Search verified-skill.com (and the BACKS
memory lanes) for any skill the mission revealed as missing. Absorb it
through the standard absorb flow; update existing skills with anything
the mission surfaced that the skill did not already encode. Land the
skill update alongside the mission's main artifact (whole-seam closure).
## How the absorbs flow runs
`skills/absorb/SKILL.md` is the canonical absorb organ. The burn invokes it
on every missing skill the mission surfaced. After absorb, the mission
itself is rebuilt on the upgraded skill base, then re-tribunaled and landed.
No skill is ever deleted — everything BACKS learns is filed into its memory
lanes (inv 0: organize, never delete).
## What never to do
- **Do not skip essence + lessons.** An agent that "knows" without loading
its essence + lessons is hallucinating confidence. Both reads are free;
both run before the mission starts.
- **Do not start building without a quick tribunal.** A blind review of the
plan catches more defects than the build itself; skipping it means the
defects land.
- **Do not park decisions in a file.** The operator's 3-laws gate (taste,
vision, destructive risk) is the only reason to ask. Anything below the
bar EXECUTES from invariants + memory + intent.
- **Do not bench a model for a single 429.** The dispatch doctrine says
ollama sparse → local fleet. Swap to a multi-vendor or multi-rung fallback when cloud is hammered.
- deepseek) when cloud is hammered.
## Cross-references
- The BACKS source of truth: `skills/turn_and_burn/SKILL.md` in the BACKS repo.
- The absorb flow: `skills/absorb/SKILL.md` in the plugin (and BACKS repo).
- The plays this skill bundles: `plays/elite-build.md`, `plays/agent-builds.md`,
`plays/grading-verification.md`, `plays/parallel-work.md`,
`plays/security-delivery.md`.
- Local prompt integration: see `skills/turn-and-burn` companions in this plugin.