Field notes from production

Agent systems that do real work, written up as they run.

A practitioner's record of building multi-agent systems in production — orchestration, autonomy design, memory, and the operational plumbing that keeps it all reliable.

> the pipeline publishing this blog is one of the systems it describes.

A working practice, not a demo.

Agentic Framework is where I write up what I learn building multi-agent systems that do real work: role-based agent teams, autonomy engines with planner–manager routing, task boards the agents actually work from, and the details — memory, tool wiring, deployment — that separate a system you can leave running from a demo you babysit.

Everything here is written from systems in operation, on real infrastructure, with real failure modes. When a post says a pattern works, it means it survived contact with production — not that it looked plausible in a notebook.

Built, run, and scarred.

The portfolio behind the posts. Every status below is the honest one — including the parked ones.

rcc/
RCC — Remote Command Console in the field

Every Claude Code and Hermes session, on every machine, in one console — browser, phone app, or Telegram, with approvals from anywhere. Zero instrumentation.

> runs my own fleet daily · 2 machines · 70+ sessions · squads of dev/QA agents coordinating with no human prompting

visit the console →▶ 3-min demobuilding something like this? tell me →
storyprompting/
StoryPrompting in the field

Text brief in, finished video out — agents storyboard, illustrate, and render, with a VLM critic that rejects off-model frames, all under a hard spend cap.

> produces finished videos from a text brief · budget-capped regeneration · usage-priced billing wired in

visit the studio →building something like this? tell me →
ha-harness/
HA Harness active dev

An orchestration harness for a locally-hosted Hermes agent: planner–manager autonomy engine, a kanban the agents work from, and pluggable memory.

> phases 1–5 shipped · 28/28 implementation tasks tested · the blog's publish pipeline is its cousin

building something like this? tell me →
botbrain/
BotBrain — WhatsApp agent for local businesses parked

Multi-tenant WhatsApp agent for local businesses: RAG over the shop's own catalog, lead capture, a light CRM. Parked until the launch vertical is chosen — distribution is the hard part, not the tech.

> v2 complete · botbrain.in reserved for the relaunch

building something like this? tell me →
templeinfo/
TempleInfo — Temples of Tamil Nadu active dev

A map-first, bilingual (Tamil/English) pilgrimage platform for Tamil Nadu's temples — built and debugged end-to-end by the agent fleet.

> first boot green · 35 temples seeded · nearby-search verified · public launch pending

building something like this? tell me →
sandstorm/
Sandstorm — a Desert Strike-style helicopter game active dev

A Desert Strike-style helicopter game in Godot 4, everything procedural — playtested headlessly by the same agents that write it.

> M0 playable in the browser · zero external assets · agents playtest via headless Godot

building something like this? tell me →
loangenie/
LoanGenie — India-first loan & money tools in the field

Loan and money calculators plus a privacy-first bank-statement analyser — live at loangenie.in.

> live and serving · statement analysis saved only with explicit consent

building something like this? tell me →
publish-cycle/
The blog's own agent team in the field

The run ledger at the top of this page is real: an agent team that ships the posts on a schedule, with no human in the loop.

> this site is maintained by one of the systems it describes

building something like this? tell me →
RCC build-video series — phase one: the console, filmed from the field. episode 1 live →
Two runtimes, one console — Hermes sessions beside Claude Code in the same board. experimental today
BotBrain relaunch — one vertical, chosen for reachability, then the switch flips. awaiting the vertical

What gets covered.

orchestration/

Role-based agent teams — planner–manager routing, human-in-the-loop autonomy gates, and knowing when to take the human out of the loop.

memory/

Memory and knowledge design — pluggable backends, project knowledge bases, and giving agents the right tools rather than all of them.

operations/

Agent-run operations — scheduled runs, content pipelines, and the boring reliability work that autonomy quietly depends on.

infrastructure/

Real deployments — VPS, Docker, reverse proxies, self-hosted search and publishing. Hardened after incidents, not before slides.

Running something like this — or want to?

Tell me what you're building. If one of these systems fits it — or should exist for it — that's exactly the conversation this page is for.

agents@agenticframework.in →