Lifecycle graph

427 notes, 674 links. Filter by pillar, dimension, or project. The green thread ties failures to the experiments that fixed them and the breakthroughs that followed.

Experiment (69)

Unified skills configuration to reduce config-related bugs
A bash loop invoking Claude Code per-spec could Kiro CLI Factory
Deploying 10 targeted fixes across easy-apply.ts jobs-apply
Systematic fix of individual failure points will drive jobs-apply
Auto-recovery session resilience for WhatsApp disconnections OpenClaw
Native macOS desktop app as WhatsApp Web bridge OpenClaw
Heartbeat monitoring for WhatsApp session liveness prediction OpenClaw
Adaptive timeout scaling based on file complexity will prevent codeguard flush failures bloomnet
Measuring Amdahl's Law merge bottleneck at different parallelism levels in Dakka dakka
A shellcheck-based linter will catch bash arithmetic traps before deployment bloomnet
Extracting gaussian timing as a reusable module will prevent behavioral detection across projects jobs-apply
Rolling z-score anomaly detection on session costs will catch runaway sessions bloomnet
Karpathy's LLM-compiled knowledge base pattern will improve vault article quality bloomnet
Three-stage retrieval will make vault search fast enough for real-time Claude Code queries bloomnet
Frame-inspired native implementation (Approach C) outperforms Memvid dependency and sidecar approaches bloomnet
Apple Photos Media Personality Distillation apple-photos
A calibration-proper scoring function with market-implied reference will produce small, defensible edges instead of gaming the Brier metric oil
Meta Feed Ingest: Graph API with Google Takeout Fallback media-diet
YouTube Watch History Ingest: Data API with Google Takeout Fallback media-diet
Transparent sliding-window rate limiter for multi-provider AI APIs jobs-apply
CDP vs Playwright browser strategy: real Chrome vs bundled Chromium jobs-apply
Vision-based screenshot analysis for ATS page understanding jobs-apply
Four parallel Opus sub-agents in isolated git worktrees jobs-apply
competitive-audit v3 six-league run: rubric 260424 with Distribution and Semantic-Builders leagues bloomnet
competitive-audit v2 four-league run: 57 scorecards across 32 systems bloomnet
A/B testing marketing page copy and layout will improve conversion jobs-apply
Gmail Voice Distillation email-voice
OpenAI-compatible gateway endpoint architecture openclaw
Module split stress test via external contributor merge openclaw
Investor-research session model optimization: Sonnet throughput vs Opus reasoning investor-research
Multi-layer guardrail architectures outperform single-layer interventions for agentic failure prevention bloomnet
A monorepo architecture with 4 packages (shared, gork dakka
+/- buttons with fixed 4-role spawn order will provide dakka
Rewriting core orchestration in Rust (3 crates) will dakka
A fixed spawn order with 4 roles (orchestrator, observer dakka
Automated lint+review on every file write will catch issues bloomnet
Scanning ~/.claude/projects/*.jsonl and indexing historical bloomnet
Normalizing vault paths in peon.json and fixing the bloomnet
Proactive modal scrolling and CDP select placeholder jobs-apply
A multi-iteration anti-detection suite (gaussian timing jobs-apply
A click-and-verify loop that checks modal state after each jobs-apply
Pre-flight API key validation will eliminate ghost 401 debugging
A 6-subagent Karpathy ratchet targeting interview jobs-apply
A three-layer scoring system (semantic embeddings + jobs-apply
Applying the Karpathy ratchet to interview conversion rate will produce measurable gains
Fixing silent modal failures (F40), verification false jobs-apply
Canvas 2D rendering will provide better performance and bloomnet
A 4-source ingestion pipeline (JSONL sessions, stats-cache bloomnet
Puppeteer-driven screenshot capture loops will catch visual bloomnet
A version-pinned sync mechanism between vault skills and bloomnet
Sigmoid probability blending (vs binary threshold) combined oil
Tail risk is vastly underestimated — adding historical
An 8-layer geopolitical consensus pipeline with tier-based oil
A 3-round quantitative audit with one-step-ahead oil
TimesFM zero-shot forecasting will detect ratchet plateau before human observation
Autoregressive error correction and spike reversion oil
An 11-trigger sell model with conviction hold override plus oil
Tail risk is vastly underestimated: adding historical oil
Database-backed company intelligence with priority scoring jobs-apply
Voice distillation from 12,459-tweet archive brand-voice
Playwright specs covering spawn/dismiss, avatars, MQI, and responsiveness can be written against the Mork dashboard once pre-existing warband state is isolated per test. dakka
ToFu visitors on About are ready for BoFu action without more mid-funnel content jobs-apply
Changelog readers who see shipping momentum respond to urgency framing jobs-apply
Contact page visitors respond better to direct download than gentle funnel navigation jobs-apply
Concrete metrics build more credibility than broad feature claims jobs-apply
More frequent CTAs mid-scroll catch visitors before bounce, shorter page reduces noise jobs-apply
Leading with download CTA converts higher-intent visitors who'd bounce through the signup funnel jobs-apply
Lower price anchor reduces sticker shock, action-oriented copy outperforms generic jobs-apply
Trust-primed visitors who read the full security page are ready to convert jobs-apply

Breakthrough (32)

LinkedIn submission rate ratchet: 40% to 83% over 7 runs jobs-apply
Sell model: 100% trigger accuracy, zero false sells, CVaR99 -24.6% oil
Oil v16 quant audit: +11.21pp Brier edge vs Polymarket, 82% win probability oil
Realtime consensus pipeline: autonomous hourly model updates, cumulative MAE -49% oil
Vault Knowledge Engine v1: 12,600 lines, 5 crates, 20 MCP tools, live in production bloomnet
Skill Sync: 27/27 skills version-pinned, drift detection deployed bloomnet
LinkedIn Easy Apply: 40% to 100% success rate in 10 runs over 18 days jobs-apply
Behavioral anti-detection skill: bot-mimicry pattern extracted from LinkedIn crisis jobs-apply
J-Score v2: three-layer fusion scoring, score clustering eliminated jobs-apply
Monte Carlo pricing engine v17.2: R²=0.975, MAE=$0.83, Brier +11pp vs Polymarket oil
LinkedIn anti-detection suite: account unrestricted, 83% session success jobs-apply
Sigmoid calibration: MAE -42%, autocorrelation eliminated oil
Three.js to Canvas 2D migration: eliminated WebGL issues, enabled L-system encoding bloomnet
Tail risk recalibration: OOS R² +4.98pp, tail probability >100% improvement oil
AR error correction: one-step MAE -33%, direction accuracy +6.6pp, Day 16 bias eliminated oil
Full marketing website built in 97 minutes (5 commits, 2,626 lines) jobs-apply
Stella + Peon Rust migration: 6,452 lines across 4 crates in one session bloomnet/_index|projects/rusty-bloomnet
Calibration-proper scoring eliminates Goodhart gaming: model probabilities within 5-28pp of market consensus oil
Direct channel: 98% submission success rate (48/49 applications) jobs-apply
Oil model v18.1 beats Polymarket by +2.16pp Brier score oil
AutoHunt: 15K-line job automation monorepo scaffolded in one day jobs-apply
Infinite run coordinator: persistent autonomous job application engine jobs-apply
Multi-process coordinator: per-channel process isolation with auto-restart jobs-apply
Self-healing Claude Code hook install: symlink + wrapper preflight + binary fail-open bloomnet
Event-driven A/B system: 0% to fully autonomous in one session jobs-apply
MQI per-model baselines + multiclaude account detection: quality signals became self-reporting bloomnet
Vault skills dimension: 9 Rust scanners + repair sweep zeroed 42 stale-version failures bloomnet
Self-improving toolkit plugin: 3-axis taxonomy + 31 seed cases in one session bloomnet
IO taxonomy: 8 iteration objectives with Huang Constraint and eval-harness compatibility matrix
Agent MQI standalone repo: first public-facing artifact of bloomnet quality observability bloomnet
Apple code signing complete: Developer ID + notarization in one command jobs-apply
x-sync CIB Detection: 8-algorithm ensemble, passive capture, knowledge graph accumulation bloomnet

Pitfall (27)

All Anti-Detection Scripts Disabled in Production CDP Mode jobs-apply
Apple Notarization Service Delays jobs-apply
boy:krump transitions state; only boy:dismiss unregisters dakka
Brier Under Uniform Reference is Gameable: Goodhart's Law in Quant Scoring oil
Chrome Crash Bubble Blocks Automation Permanently jobs-apply
const at Module Load Breaks Runtime Injection in a Fork oil
Electron Stale Bundle Version Drift jobs-apply
Hook wrapper needs binary preflight bloomnet
Html2Canvas Live Dom Mutation dakka
Lever Networkidle Timeout Cascade jobs-apply
Linkedin Behavioral Detection jobs-apply
Linkedin Shadow Dom Locator Fix jobs-apply
LinkedIn Search Returns 100% Stale/Expired Jobs jobs-apply
LLM-based audits are slow and false-positive-prone; re-audit cost dominates stella
Log Buffer Requeue On Flush Failure dakka
Log Session Header Write Mode dakka
Destroy-rebuild-on-every-update races Playwright locators dakka
Ollama Local LLM Abandoned for OpenRouter Gateway jobs-apply
Playwright Stealth Scripts Replaced by Real Chrome via CDP jobs-apply
R2 JSON with No Cache-Control Header Caches in Browser Heuristically oil
rusty-dakka release binary drifts from source during iteration dakka
Screenshot Fifo Lexicographic Sort dakka
Vercel Deploy Not Git Sync jobs-apply
Vercel Monorepo Build Chain Dependency Failures jobs-apply
Visual Inspection Caught $149 Forecast That All Automated Metrics Missed oil
Wrangler Deploy Required: Custom Domain Stays on Old Bundle oil
Xterm Webgl Canvas Tainted dakka

Journal (133)

Definition (84)

Skill (80)

Flag if >60% of all FPs come from a single source
Count total numbered sections
Run from each project repo root
Scan all vault content that sync-vault.sh will copy
Check each cluster for 0 breakthroughs
Count skill files
Forward direction: idea -> pitfall, check pitfall links back
non-zero + "unsupported .vault-sync.yaml version" → ERROR
Define cluster keywords
From the project's repo root:
Build matrix from check 12 output
Extract candidate technical terms from published content
DAG Metric Execution
Run vault-bootstrap lint (validates all frontmatter against schema)
Distribution League Rubric
Semantic/Ontology-Builders League Rubric
System Health Metadata Spec
Harness League Rubric
Vault League Rubric
Skills League Rubric
Tools League Rubric
Orthogonal Thinking Skill
Schema diff: before and after any backend change
Scan source vault notes being synced
Quick pre-check on digest content
Named methodologies (case-insensitive)
Collect all experiment paths referenced by skills
Pseudo-invocation (implemented by orchestrator, not this skill directly)
Get the date range from existing files
Aggregated data.json for HTML report + per-league rankings
Convert ISO week to Monday/Sunday dates
accumulate-then-flush
article-cluster-generator
audit-adrs
audit-breakthroughs
audit-bugs
audit-dashboards
audit-definitions
audit-doc-sync
audit-experiments
audit-false-positives
audit-ideas
audit-journal
audit-lifecycle-chain
audit-pitfalls
audit-projects
audit-research
audit-skill-health
audit-skills
audit-topics
behavioral-anti-detection
blog-post-generator
bloomnet-refresh
candidate-match-report
competitive-audit
content-hash-dedup
cover-letter-generation
cross-repo-sync
dashboard-qa-loop
debug-capture-system
distribution
dynamic-prompt-injection
harness
insights-to-vault
j-score-v2-matching
mine-ideas
monte-carlo-pricing-engine
multi-platform-form-filling
r-visualization-pipeline
ralph-loop-exit-protocol
resume-tailoring
self-improving-agent-patterns
semantic-builders
skills
subagent-driven-development
sync-public-lab
system-health
tools
vault-engine-operations
vision-analysis