What we shipped this week
The build log. Every entry is something that actually went live — no roadmap fiction, no “coming soon.” If it's here, it shipped.
forged-ai.com relaunch — refocused around the platform
Stripped legacy modules, killed the auth side, refocused the site on the orchestrator + vertical platforms. New /system page lays out the architecture. New /journal is what you're reading.
Cross-vendor dispatch chain — proven end-to-end
First cross-vendor agent loop in production. Coordinator (Anthropic) dispatched a research task to a domain agent (Anthropic), who formulated a focused prompt for the recon agent (xAI). The recon agent returned 7 ecosystem candidates with citations. The domain agent synthesized them into the rollout plan. ~12-minute wall, 6/7 useful — and a real proof point that vendor-diversity isn't theoretical.
Per-client knowledge MCP pattern shipped
First production MCP server for the per-client knowledge pattern: schema, business rules, runbooks, contacts, and dialect gotchas exposed as structured resources. Discovery spec authored in one dispatch (696 words). Scaffold + intake pipeline deployed in the same day. Now feeding into the first vertical platform.
Edge node resilience — recovered from cascade I/O event
An always-on node hit a hardware watchdog reset due to a runaway background service hammering disk I/O. Identified root cause from logs in 20 minutes, disabled the offending service stack, trimmed the runtime from 15 services to 4. Disk pressure dropped from 79% to 45%. Permanent fix queued (NVMe upgrade).
AI tooling ecosystem recon — 200+ plugins graded
Domain agent dispatch: surveyed the full Claude Code plugin marketplace + adjacent ecosystem. 10 ADOPT-TODAY candidates graded against constraints (security, deployability, fit). Findings doc landed at 813 words with concrete next-actions and blocker questions.
Healthcare client — exec demo delivered
Delivered a workdesk v2 demo to a healthcare client's executive team. Four-phase prep playbook held — skeleton to delivery polish in 36 hours. Response: forward-positive. Two new teams immediately asked to be looped into the next iteration.
Enterprise workflow platform — internal all-hands
Internal all-hands demo of the workflow platform: custom workflow engine, two-platform parallel for different user types. Response: "solid template for our work." Cadence of "ship something, demo it, iterate" continues to hold.
Security baseline established — 200+ findings triaged
Full dependency audit across the platform. 237 raw vulnerability findings, every one triaged — every result was either transitive, dev-only, or unreachable from production. Baseline saved for ongoing watch. The takeaway worth keeping: "npm audit shows 200 vulns" is almost always a content-free signal at scale; the triage matters.
Multi-agent orchestrator — primitives proven
The three primitives — spawn, dispatch, watch — all working end-to-end. Coordinator dispatched to multiple project-resident agents on a separate node, captured replies, surfaced them back into the chat. The pattern everything else now builds on. ~600 lines of Python + shell, zero exotic dependencies.
Want to see it live?
30-minute demo. We'll run a dispatch across the fleet on your call — no slides, no recordings, real agents.
Book a Demo