Assist
Draft, retrieve, summarize, classify, or compare. Humans remain fully in the action path.
The Kautilyan Harness
The Harness supplies the right context, invokes the right specialist skills, records what happened, and enforces the review and approval gates appropriate to the risk. It is intentionally thin: expertise belongs in reusable skills, not one giant agent.
Agent proposes. Human approves. Organisation learns.
One controlled run
The same operating loop can support requirements documents, solution designs, SOPs, test packs, reports, or recurring operational decisions.
What must be produced, for whom, and how success will be judged.
Use only the permitted sources, examples, policies, and project facts.
Authoring, domain, and analysis skills work within explicit contracts.
Separate reviewers test whether the output achieved its purpose.
Deterministic checks and risk-based approvals decide what can move.
Decisions, corrections, and outcomes improve the next run.
The architecture choice
Orchestration should route work, assemble permitted context, record state, and enforce gates. It should not contain every domain instruction or pretend to be the source of truth.
Governance by consequence
Draft, retrieve, summarize, classify, or compare. Humans remain fully in the action path.
Prepare evidence and options. An accountable person approves the consequential choice.
Only when authority, rollback, audit trail, and exception handling are explicit.
What compounds
Missing facts become better data requests, source mappings, and context contracts.
Expert corrections become clearer instructions, examples, rules, and terminology.
Repeatable defects become tests that prevent the same issue from recurring.
We will map the work, define the acceptance contract, and show where skills, reviewers, deterministic gates, and human approvals belong.