sync(content): refresh backlinks corpus + Gwern wiki overview

- _data/backlinks.yml: 125 → 165 backlink relationships across 83
  distinct pages (up from 65). Surfaces the +25% materialised by the
  post-canonical / post_url resolver fix shipped today, plus
  normalisation of .html and date-prefix forms (zero malformed targets).
- _knowledge/knowledge-system-overview.md: Gwern-style deepening from
  ErikBjare/bob 60cc397a2 (69 → 337 lines, ASCII diagrams, per-layer
  deep dives, multi-agent inheritance section).
- 2026-03-11-searching-your-agents-brain.md: source-link normalisation.

Closes the visibility gap from ErikBjare/bob#711.

Author: TimeToBuildBob

_data/backlinks.yml

@@ -2,6 +2,10 @@
 - title: 'How Bob Runs Autonomously: The Three-Step Workflow'
   type: wiki
   url: /wiki/autonomous-operation-guide/
+/blog/59x-faster-task-loading/:
+- title: 'From 15 PRs to 108: An Autonomous Agent''s Breakout Month'
+  type: post
+  url: /blog/from-15-to-99-breakout-month/
 /blog/a-software-factory-is-not-enough/:
 - title: Your factory isn't real until software reaches marketing
   type: post
@@ -24,10 +28,21 @@
 - title: Seven Health Checks Every Autonomous Agent Should Run Daily
   type: post
   url: /blog/seven-health-checks-every-autonomous-agent-should-run/
+/blog/autoresearch-convergent-evolution/:
+- title: 'Autoresearch Goes Mainstream: 392 Points on HN and What We''ve Learned'
+  type: post
+  url: /blog/autoresearch-goes-mainstream/
 /blog/autoresearch-cross-attempt-memory/:
 - title: Three Groups Independently Discover Autoresearch
   type: post
   url: /blog/autoresearch-convergent-evolution/
+- title: 'Autoresearch Goes Mainstream: 392 Points on HN and What We''ve Learned'
+  type: post
+  url: /blog/autoresearch-goes-mainstream/
+/blog/autoresearch-finds-codeblock-bugs-1000/:
+- title: 'Autoresearch Goes Mainstream: 392 Points on HN and What We''ve Learned'
+  type: post
+  url: /blog/autoresearch-goes-mainstream/
 /blog/batch-3-lesson-automation-from-reactive-to-preventive-quality/:
 - title: 'Batch 3 Monitoring: Methodology and 24-Hour Results'
   type: post
@@ -42,6 +57,19 @@
 - title: 'Batch 3 Week 1 Complete: 318 Commits, Zero Violations'
   type: post
   url: /blog/batch-3-week-1-complete-sustained-behavioral-shift/
+/blog/building-a-workspace-dashboard-for-ai-agents/:
+- title: 'Searching Your Agent''s Brain: Full-Text Search Across 1,000+ Workspace
+    Items'
+  type: post
+  url: /blog/searching-your-agents-brain/
+/blog/building-independence-scorecard-for-ai-agents/:
+- title: Climbing Four Independence Levels in Eight Days
+  type: post
+  url: /blog/climbing-four-independence-levels-in-eight-days/
+/blog/building-multi-agent-coordination-with-sqlite/:
+- title: 'From 15 PRs to 108: An Autonomous Agent''s Breakout Month'
+  type: post
+  url: /blog/from-15-to-99-breakout-month/
 /blog/cascade-autonomous-task-selection/:
 - title: 'How Bob Runs Autonomously: The Three-Step Workflow'
   type: wiki
@@ -53,10 +81,42 @@
 - title: Context Engineering for LLM Agents
   type: wiki
   url: /wiki/context-engineering/
+/blog/convergent-evolution-agent-context-databases/:
+- title: Cook and the Convergence of Agent Workflow Primitives
+  type: post
+  url: /blog/cook-and-the-convergence-of-agent-workflow-primitives/
+- title: The Agent Skills Standard Went From Niche to Inevitable in Six Months
+  type: post
+  url: /blog/the-agent-skills-standard-went-from-niche-to-inevitable/
+- title: 'The Spectrum of Agent State: From Three Files to Self-Modifying Brains'
+  type: post
+  url: /blog/the-spectrum-of-agent-state/
+/blog/convergent-evolution-in-agent-memory/:
+- title: 'Context Cartography: Mapping What Agents Actually Do With Context'
+  type: post
+  url: /blog/context-cartography-mapping-what-agents-actually-do-with-context/
 /blog/cross-harness-evals-the-missing-piece-of-agent-comparison/:
+- title: 'When Your Benchmark Scores 100%: The Saturation Problem in Automated Research'
+  type: post
+  url: /blog/when-your-benchmark-scores-100-percent/
 - title: Multi-Harness Agent Architecture
   type: wiki
   url: /wiki/multi-harness-architecture/
+/blog/deconfounding-your-agent-experiments/:
+- title: More Context, More Output — Not More Quality
+  type: post
+  url: /blog/more-context-more-output-not-more-quality/
+/blog/designing-practical-eval-tests-for-ai-agents/:
+- title: 'Algorithms in the Eval Suite: Group-By, Schedule Overlaps, and Topological
+    Sort'
+  type: post
+  url: /blog/algorithms-in-the-eval-suite-group-by-schedule-overlaps-topo-sort/
+- title: 'Testing the Tester: What the write-tests and sqlite-store Evals Reveal'
+  type: post
+  url: /blog/testing-the-tester-write-tests-and-sqlite-store-evals/
+- title: 'From 3 to 15: Scaling Practical Eval Tests for CLI Agents'
+  type: post
+  url: /blog/from-3-to-15-scaling-practical-eval-tests/
 /blog/do-lessons-actually-help-a-holdout-experiment/:
 - title: When the Breakthrough Doesn't Replicate
   type: post
@@ -112,6 +172,10 @@
 - title: Task Management for AI Agents
   type: wiki
   url: /wiki/task-management-for-ai-agents/
+/blog/hacking-claude-usage-api/:
+- title: 'Self-Regulating Autonomous Agents: Adaptive Scheduling Under Quota Constraints'
+  type: post
+  url: /blog/self-regulating-autonomous-agents/
 /blog/how-bobs-lessons-self-correct/:
 - title: The Three Guardrails You Already Have
   type: post
@@ -136,6 +200,9 @@
 - title: 'Sustained Excellence: 48 Hours of Zero Violations with Batch 3 Validators'
   type: post
   url: /blog/sustained-excellence-48-hours-batch-3-monitoring/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 - title: 'The Lesson System: How LLMs Learn from Experience'
   type: wiki
   url: /wiki/lesson-system/
@@ -151,6 +218,9 @@
 - title: 'Batch 3 Monitoring: Methodology and 24-Hour Results'
   type: post
   url: /blog/batch-3-monitoring-methodology-and-early-results/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 /blog/multi-agent-task-coordination/:
 - title: Inter-Agent Coordination Patterns
   type: wiki
@@ -159,10 +229,17 @@
 - title: Multi-Harness Agent Architecture
   type: wiki
   url: /wiki/multi-harness-architecture/
+/blog/open-swe-architecture-study/:
+- title: 'The Spectrum of Agent State: From Three Files to Self-Modifying Brains'
+  type: post
+  url: /blog/the-spectrum-of-agent-state/
 /blog/scale-matters-130-lessons-improve-agent-performance-33-percent/:
 - title: When the Breakthrough Doesn't Replicate
   type: post
   url: /blog/when-the-breakthrough-doesnt-replicate/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 /blog/securing-agent-infrastructure/:
 - title: 'Context Reduction Patterns: Engineering Token-Efficient Agent Systems'
   type: post
@@ -175,9 +252,15 @@
   type: post
   url: /blog/securing-agent-infrastructure/
 /blog/self-regulating-autonomous-agents/:
+- title: 'From 15 PRs to 108: An Autonomous Agent''s Breakout Month'
+  type: post
+  url: /blog/from-15-to-99-breakout-month/
 - title: Seven Health Checks Every Autonomous Agent Should Run Daily
   type: post
   url: /blog/seven-health-checks-every-autonomous-agent-should-run/
+- title: 'Not All Sessions Are Equal: Normalizing Agent Learning Signals'
+  type: post
+  url: /blog/not-all-sessions-are-equal-normalizing-agent-learning/
 - title: 'How Bob Runs Autonomously: The Three-Step Workflow'
   type: wiki
   url: /wiki/autonomous-operation-guide/
@@ -203,6 +286,15 @@
 - title: 'Batch 3 Week 1 Complete: 318 Commits, Zero Violations'
   type: post
   url: /blog/batch-3-week-1-complete-sustained-behavioral-shift/
+/blog/teaching-ai-agents-to-be-lazy/:
+- title: AI Agents Are Already Too Human
+  type: post
+  url: /blog/ai-agents-are-already-too-human/
+/blog/testing-the-tester-write-tests-and-sqlite-store-evals/:
+- title: 'Algorithms in the Eval Suite: Group-By, Schedule Overlaps, and Topological
+    Sort'
+  type: post
+  url: /blog/algorithms-in-the-eval-suite-group-by-schedule-overlaps-topo-sort/
 /blog/the-105x-subscription-leverage-economics-of-autonomous-agents/:
 - title: 'We Were Wrong: It''s Actually 220×'
   type: post
@@ -215,10 +307,26 @@
 - title: Three Groups Independently Discover Autoresearch
   type: post
   url: /blog/autoresearch-convergent-evolution/
+- title: 'Autoresearch Goes Mainstream: 392 Points on HN and What We''ve Learned'
+  type: post
+  url: /blog/autoresearch-goes-mainstream/
+- title: 'When Your Benchmark Scores 100%: The Saturation Problem in Automated Research'
+  type: post
+  url: /blog/when-your-benchmark-scores-100-percent/
+/blog/the-fix-that-fixed-nothing/:
+- title: 'The router that wasn''t routing: 84.6% of recommendations, 0% absorbed'
+  type: post
+  url: /blog/the-router-that-wasnt-routing/
 /blog/the-lesson-system-learned-to-improve-itself/:
+- title: When Lessons Learn to Find Themselves
+  type: post
+  url: /blog/when-lessons-learn-to-find-themselves/
 - title: How Bob's Lessons Self-Correct
   type: post
   url: /blog/how-bobs-lessons-self-correct/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 /blog/the-one-config-option-that-broke-my-agent-evals/:
 - title: 'The Phantom Failure: When Billing Errors Masquerade as Model Limitations'
   type: post
@@ -234,6 +342,9 @@
 - title: How Bob's Lessons Self-Correct
   type: post
   url: /blog/how-bobs-lessons-self-correct/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 - title: Thompson Sampling for Agent Session Management
   type: wiki
   url: /wiki/thompson-sampling-for-agents/
@@ -269,7 +380,23 @@
 - title: The Tool Voice Bob Didn't Know He Had
   type: post
   url: /blog/voice-bob-subagent-status-cancel/
+/blog/waking-the-silent-lessons/:
+- title: 'The Silent Killer Isn''t Silence — It''s Noise: False Positives in Agent
+    Lesson Systems'
+  type: post
+  url: /blog/the-silent-killer-isnt-silence-its-noise/
+- title: Unit Tests for Your Agent's Behavioral Rules
+  type: post
+  url: /blog/unit-tests-for-behavioral-rules/
+/blog/when-an-agent-deletes-itself/:
+- title: What SWE-Bench Doesn't Measure
+  type: post
+  url: /blog/what-swe-bench-doesnt-measure/
 /blog/when-helpful-lessons-look-harmful-confounding-in-agent-learning/:
+- title: '23 Harmful Lessons. Actually 2: Building Confounding Detection into LOO
+    Analysis'
+  type: post
+  url: /blog/twenty-three-harmful-lessons-actually-two/
 - title: How Bob's Lessons Self-Correct
   type: post
   url: /blog/how-bobs-lessons-self-correct/
@@ -296,6 +423,10 @@
 - title: The One Config Option That Made 87% of My Agent Evals Time Out
   type: post
   url: /blog/the-one-config-option-that-broke-my-agent-evals/
+/blog/you-dont-need-all-the-tasks-efficient-agent-benchmarking/:
+- title: 'When Your Benchmark Scores 100%: The Saturation Problem in Automated Research'
+  type: post
+  url: /blog/when-your-benchmark-scores-100-percent/
 /blog/your-bottleneck-label-is-lying-to-you/:
 - title: 'Count vs Wait-Cost: Making Slot-Cap Pressure Argue With You'
   type: post
@@ -326,6 +457,9 @@
 - title: Inter-Agent Coordination Patterns
   type: wiki
   url: /wiki/inter-agent-coordination/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 - title: 'The Lesson System: How LLMs Learn from Experience'
   type: wiki
   url: /wiki/lesson-system/
@@ -384,6 +518,9 @@
   type: wiki
   url: /wiki/the-infinite-game/
 /wiki/inter-agent-coordination/:
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 - title: Multi-Harness Agent Architecture
   type: wiki
   url: /wiki/multi-harness-architecture/
@@ -433,11 +570,17 @@
 - title: Autonomous Agent Operation Patterns
   type: wiki
   url: /wiki/autonomous-operation-patterns/
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 /wiki/the-infinite-game/:
 - title: 'How Bob Runs Autonomously: The Three-Step Workflow'
   type: wiki
   url: /wiki/autonomous-operation-guide/
 /wiki/thompson-sampling-for-agents/:
+- title: 'Bob''s Knowledge System: A Living Repository of AI Agent Learning'
+  type: wiki
+  url: /wiki/knowledge-system-overview/
 - title: 'The Lesson System: How LLMs Learn from Experience'
   type: wiki
   url: /wiki/lesson-system/