18specialists.

Oneautonomousloop.

Each agent owns exactly one stage of the fine-tuning lifecycle — not as a general-purpose assistant, but as a specialist that does one thing precisely, hands off, and steps aside. No handoffs dropped. No humans required.

Start with the stage where your current process breaks most often:

18 agents

Stage 1 · Connect

Ingestion Agent

Discovers and connects data sources — docs, DBs, APIs, code, webhooks

Stage 2 · Structure

Extraction Agent

Parses raw content into typed graph entities and relationships

Stage 2 · Structure

Resolution Agent

Deduplicates and merges entities globally across sources

Stage 3 · Analyze

Structural Analysis Agent

Maps the graph's shape — centrality, bottlenecks, density

Stage 3 · Analyze

Coverage Agent

Finds what's missing — gaps, underrepresented facts, blind spots

Stage 3 · Analyze

Predictive Agent

Surfaces likely-true but unrecorded facts via link prediction

Stage 3 · Analyze

Causal Agent

Traces cause-effect relationships and counterfactual paths

Stage 3 · Analyze

Temporal Agent

Flags stale facts, timeline contradictions, and knowledge drift

Stage 3 · Analyze

Community Agent

Clusters topics and builds learning-difficulty hierarchies

Stage 3 · Analyze

Semantic Agent

Detects duplicates, behavioral patterns, and decision signatures

Stage 3 · Analyze

Inferential Agent

Derives multi-hop reasoning chains and rule-based conclusions

Stage 4 · Research

Research Agent

Converts analysis findings into prioritized training-data proposals

Stage 5 · Curate

Curation Agent

Generates, balances, and versions training pairs

Stage 6 · Select

Strategy Agent

Chooses technique and hyperparameters based on goals and constraints

Stage 7 · Train

Training Agent

Orchestrates runs, manages adapters, produces versioned checkpoints

Stage 8 · Evaluate

Evaluation Agent

Runs RAGAS metrics and behavioral regression against baselines

Stage 9 · Deploy

Deployment Agent

Manages canary promotion and automatic rollback

Stage 10 · Monitor

Monitor Agent

Detects drift, captures RLHF signals, triggers re-training

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