AGENT.OS / v4.2.1 — LIVE
Agents thatdon't waitto be asked.
Grownic builds custom autonomous agents that reason across long horizons, choose their own tools, keep their own memory — and stop when a human should decide. No wrappers. Real systems.
AUTONOMOUS ◆TOOL-USING ◆MEMORY-BOUND ◆PLANNING ◆SELF-CORRECTING ◆GUARDRAILED ◆HUMAN-IN-THE-LOOP ◆OBSERVABLE ◆AUTONOMOUS ◆TOOL-USING ◆MEMORY-BOUND ◆PLANNING ◆SELF-CORRECTING ◆GUARDRAILED ◆HUMAN-IN-THE-LOOP ◆OBSERVABLE ◆AUTONOMOUS ◆TOOL-USING ◆MEMORY-BOUND ◆PLANNING ◆SELF-CORRECTING ◆GUARDRAILED ◆HUMAN-IN-THE-LOOP ◆OBSERVABLE ◆
02 / MULTI-AGENT
A single agent is a demo. A crew is a product.
04 ROLES · 1 GOAL
01
PLANNER
Decomposes the goal into a task graph. Estimates cost, latency, risk.
02
RESEARCHER
Browses, reads, cross-references. Cites every claim.
03
EXECUTOR
Calls tools, runs code, writes to systems. Retries with backoff.
04
CRITIC
Reviews output against spec. Flags for human when uncertain.
context →tools →output →verdict
03 / STACK
Everything an agent needs
to be trusted in production.
01/REASONING
Multi-step planning
Agents build task graphs, estimate cost/latency, replan on failure.
02/TOOLS
Native tool binding
Web, SQL, CRM, Gmail, Slack, custom internal APIs — all first-class.
03/MEMORY
Long-term & episodic
Vector + graph memory. Recalls context across sessions and users.
04/GUARDRAILS
Policies you write
Deterministic rules layered over LLM output. Nothing ships blind.
05/HANDOFF
Human-in-the-loop
Agents escalate on ambiguity. You approve, they continue.
06/OBSERVABILITY
Traces, replays, evals
Every decision logged. Every step re-runnable. Every regression caught.
04 / TRACE
Every decision, replayable.
TIMEEVENTPAYLOAD
00:00.021task.receivedSummarize Q3 competitor filings and draft a brief.
00:00.089planner.output6-step plan · est_cost=$0.42 · est_time=48s
00:04.301tool.browsefetched 12 pages · 3 filings · 2 press releases
00:11.902tool.sqlselect revenue,margin from internal.metrics
00:22.517critic.flagconflicting source · escalating to human
00:41.088human.approvereviewer:@alex confirms path B
00:47.611task.completebrief.md · 1,240 words · 8 citations
05 / FIELD
Agents already earning
their salary.
01SALES OPSPipeline analyst agentReads your CRM every morning, drafts follow-ups for stalled deals, files them for AE review by 9am.3.4× reply rate
02SUPPORTTier-1 resolution agentHandles password resets, order status, refunds — with policy guardrails. Escalates edge cases with a full transcript.62% deflection
03RESEARCHCompetitive intel agentMonitors 40+ competitors weekly. Structured summaries, sourced claims, delta reports.5 hrs → 8 min
04OPSData-quality agentWatches your warehouse, flags schema drift and null spikes, opens tickets with proposed fixes.24/7 vigilance
06 / SPAWN
SPAWN ANAGENT.
Start with one agent for one workflow. Two weeks. Real production traffic, real guardrails, real hand-off. If it doesn't earn its keep, we shut it down.