Annexure VI as a query
The RBI FREE-AI incident reporting form, expressed as a Go struct and a Postgres table. Every entry is an auto-generated artefact from the runtime — not a form an operator fills in retrospectively.
Archive
337 posts · Page 24 of 29. ← Blog
Background Responses
Starting long agent work in the background and polling with a continuation token.
Start long agent work with options background True, poll by re-running with the continuation_token until it returns None, and resume interrupted streams from the last token seen.
RBI FREE-AI implementation notes — 26 recommendations to...
Every one of the 26 RBI FREE-AI recommendations, mapped to a specific file in a working multi-agent platform. What's ✅ done, what's 🟡 partial, what's ⚪ honest gap.
Structured Outputs
Making a Microsoft Agent Framework agent return typed data instead of prose.
Use response_format in agent.run options to make a Microsoft Agent Framework agent return a typed Pydantic model or parsed JSON on response.value, including streaming.
Why Go for production agentic AI
Stdlib over libraries, single binary over framework, fail-closed defaults over forgiveness. The boring-on-purpose case for choosing Go to ship a multi-agent system into a regulated environment.
Multimodal
Building a Message of mixed content parts so an agent can reason about an image.
Sending images to a Microsoft Agent Framework agent by building a Message of Content parts with Content.from_uri and Content.from_data, targeting a vision-capable Foundry model.
BCP for AI — forced-failure drills
Fallback agents plus a CI step that replaces the primary agent with one that always errors. If the fallback doesn't produce a usable answer, the PR can't merge.
Agent Pipeline
An Agent is a layered pipeline — knowing the layers tells you exactly where to plug in.
The layered execution model of a Microsoft Agent Framework agent: agent middleware, RawAgent, context providers, and the separate swappable ChatClient pipeline.
Sovereign AI is a policy, not a slide
Classification → provider allowlist. A pii-classified message can only reach a provider whose region is in the allowlist for pii. Sovereignty as a runtime gate, not a checkbox.
Running Agents
The four ways you actually call run(): non-streaming, streaming, sessions, and per-run options.
The four ways to call run() in Microsoft Agent Framework: AgentResponse, stream=True with a ResponseStream, sessions for state, and per-run options merged over defaults.
NPCI rail routing with human-in-the-loop
UPI, IMPS, NEFT, RTGS — which rail depends on amount, urgency, and success history. A deterministic chooser with a HITL gate for high-value transactions.
Security
Defending against prompt injection with information-flow control over trusted and untrusted content.
Defending a Microsoft Agent Framework agent from prompt injection with SecureAgentConfig, information-flow labeling of untrusted content, and block_on_violation enforcement.