40 agents.
13 support.
4 pipelines.

Takes one work experience . résumé, GitHub, portfolio, LinkedIn . and produces a 9-12-section Cognitive KB, a per-experience Knowledge Graph, and updates the user's hidden Shadow Profile. The Sentinel + Council loop guards every creative output.

• 01
  Fusion
  Merges resume + GitHub + portfolio + LinkedIn into one canonical experience record; resolves conflicts; assigns a data-quality score.
  multi-source→experience record
• 02
  Strategist
  Spots gaps, missing metrics, unclear points, and inferable skills; classifies the experience type.
  fused exp→gap list
• 03
  Inquisitor
  Generates 3-10 targeted questions (MCQ / descriptive / boolean) tuned to fill gaps without user fatigue.
  gaps→question set
• 04
  Analyzer
  Integrates user answers and inline comments into a refined understanding (key facts, inferred skills, re-verification flags).
  answers + data→verified facts
• 05
  Sentinel
  Strict rule-enforcement gate (system + user rules). Returns PASS / REJECT with routing.
  agent output→verdict
• 06
  Council
  Multi-perspective QA panel (recruiter / hiring manager / tech lead). Returns PASS / REJECT / ESCALATE plus a quality score.
  sentinel-passed→verdict + feedback
• 07
  Architect
  Builds the experience knowledge graph . typed nodes (12 types) and relations (8 types). Supports incremental delta mode for re-analysis.
  verified facts→KG nodes + edges
• 08
  Biographer
  Produces the final 9-12-section Cognitive KB, STAR stories, and matching signals.
  graph + facts→cognitive KB
• 09
  Reanalyzer
  Runs only after a user rejects a finished KB with inline comments . converts comments into structured change directives + delta facts.
  rejected KB→change directives
• 10
  ShadowAnalyst
  Background consultant . updates the hidden Shadow Profile using each approved experience.
  approved KB→shadow profile delta

• S1
  Programmatic Validator
  Sub-millisecond deterministic checks on Architect output (schema, uniqueness, referential integrity, orphan nodes).
• S2
  Graph Delta Merger
  Pure-function merger that applies a Reanalyzer delta onto a baseline graph.
• S3
  Schemas / Config
  Typed Pydantic outputs and the agent-routing state machine.

Once a user has approved multiple experiences, fuses them into a single 34-section Master KB, a unified cross-experience Master KG, a RAG store (HyDE Q&A pairs + scorecard), and a refreshed Shadow Profile.

• 01
  MasterSentinel
  Phase-aware gatekeeper . branches its rules by phase (aggregation / synthesis / KG / re-analysis).
  phase output→verdict
• 02
  MasterCouncil
  Phase-aware QA . adapts its perspectives to the current master phase.
  sentinel-passed→verdict + feedback
• 03
  MasterSynthesizer
  Writes the unified 34-section career narrative with per-paragraph provenance citations and an experience reference index.
  aggregated KGs→34-section KB
• 04
  MasterKGArchitect
  Creates cross-experience edges (PROGRESSED_TO, SKILL_EVOLVED, BUILT_UPON, etc.) the per-experience Architect cannot see.
  merged graph→cross-exp edges
• 05
  MasterRAGOptimizer
  Single-call generator for ~92+ HyDE Q&A pairs, enriched skill taxonomy, 6-dimension recruiter scorecard, tech stack summary, impact metrics, interviewer questions.
  master KB→RAG store
• 06
  MasterReanalyzer
  Grounding-aware comment processor . cross-references inline comments with source experience KBs, emits grounding warnings on contradiction rather than silently editing.
  rejected KB→change directives

• S1
  MasterAggregator
  Pure deterministic merge of all approved experience graphs (dedupes nodes, remaps edges, asserts zero data loss).
• S2
  MasterRAGMerger
  Section-aware delta merger for scoped RAG regenerations (UPSERT / CATEGORY-REPLACE / FULL-REPLACE strategies).
• S3
  MasterProgrammaticValidator
  Phase-specific deterministic validators (covers required-section list, KG node/relation types, structural integrity).

Takes one GitHub repository, deeply mines it across 4 phases (Linear Mining → Quality Gate → Strategy → Analysis → Output), produces a 15-section Repo KB, a Repo Knowledge Graph, and updates the cross-repo Shadow Profile.

• 01
  CodeIntelligence
  Architecture type, design patterns, complexity, key components, tech stack, fork/tutorial attribution signals.
  repo tree→architecture facts
• 02
  AIDetector
  Estimated AI-generated code share, AI/human indicators, suspected AI tooling.
  commit history→AI signals
• 03
  SecurityProfiler
  Vulnerabilities, security best-practices, dependency risk, license compliance, secret detection.
  manifest + code→security report
• 04
  ContributorProfiler
  Work patterns, collaboration signals, communication style, soft-skill indicators, growth trajectory.
  commits + PRs→soft signals
• 05
  MiningSentinel
  Rule-based quality gate after each mining agent; fast, no thinking mode.
  mining output→verdict
• 06
  MiningCouncil
  5-perspective review (accuracy, completeness, consistency, usefulness, clarity) on mining output.
  sentinel-passed→verdict + feedback
• 07
  ProfileCorrelator
  Correlates the new repo with the user's approved Master KB / Master KG / Shadow Profile to surface continuity signals.
  mining + master→continuity signals
• 08
  Strategist
  Gap analysis over mining output; picks priority areas; classifies the repo.
  mining→gaps + class
• 09
  Inquisitor
  Generates 3-10 targeted questions; pre-fills answers from prior repo KBs when applicable.
  gaps→question set
• 10
  Analyzer
  Synthesizes user answers + mining data into verified facts, impact metrics, confirmed skills.
  answers + mining→verified facts
• 11
  Architect
  Builds the Repo Knowledge Graph (10 node types + typed relations); supports re-analysis delta mode.
  verified facts→repo KG
• 12
  RepoBiographer
  Generates the 15-section Repo KB (12 compulsory + up to 3 optional) with a 7-step post-processing pipeline.
  graph + facts→15-section KB
• 13
  ShadowProfiler
  Updates the cross-repo Shadow Profile (skill timelines, soft-skill signals, work patterns, AI usage, professional identity).
  approved KB→shadow delta

• S1
  GitHubSentinel
  Analysis-phase rule gate.
• S2
  GitHubCouncil
  Analysis-phase 5-perspective review.
• S3
  Reanalyzer
  Converts post-approval inline comments into structured change directives (with prompt-injection defense).
• S4
  Programmatic Validator
  Deterministic Architect-output validator.
• S5
  Graph Delta Merger
  Pure-function merger for Architect deltas.

Fuses all approved per-repo GitHub KBs into a single 16-section GitHub Master KB, a unified cross-repo Master KG, and a RAG layer (HyDE Q&A + Repo Scorecard).

• 01
  GitHubMasterAggregator
  Deterministic . loads every approved per-repo KB and KG in 3 parallel queries, dedupes nodes, persists, builds the cross-repo skill index. No LLM calls.
  all repo KBs→merged graph
• 02
  GitHubKGArchitect
  Discovers cross-repo semantic edges (SKILL_DEEPENED, TECHNOLOGY_EVOLVED, etc.) over the deduplicated nodes . edges only, no new nodes.
  merged graph→cross-repo edges
• 03
  KG Sentinel
  Rule gate for the cross-repo KG.
  KG output→verdict
• 04
  KG Council
  5-perspective review for the cross-repo KG.
  sentinel-passed→verdict + feedback
• 05
  GitHubSynthesizer
  16-section unified narrative (developer identity, tech mastery, architecture patterns, OSS impact, AI engineering profile, recruiter summary) with repo_full_name provenance.
  merged + edges→16-section KB
• 06
  Synth Sentinel
  Rule gate for the synthesized narrative.
  narrative→verdict
• 07
  Synth Council
  5-perspective review for the narrative.
  sentinel-passed→verdict + feedback
• 08
  GitHubRAGOptimizer
  Generates 100 HyDE Q&A pairs across 10 categories + a 5-dimension Repo Scorecard.
  master KB→RAG store
• 09
  RAG Sentinel
  Rule gate for the RAG layer.
  RAG output→verdict
• 10
  RAG Council
  5-perspective review for the RAG layer.
  sentinel-passed→verdict + feedback
• 11
  GitHubMasterReanalyzer
  Grounding-aware reanalyzer . cross-references inline comments against per-repo source KBs and emits grounding warnings on contradiction.
  rejected KB→change directives

• S1
  Programmatic Validator
  Deterministic structural validator across phases.
• S2
  RAG Merger
  Section-aware delta merger for scoped RAG regenerations.