Queue: discharge-summaries  ·  847 processed this hour  ·  0 manual interventions
[job-8472]
Discharge Summary — Processed medication-extractor-v3 · output validated · audit written
142ms
[job-8471]
Discharge Summary — Processed medication-extractor-v3 · output validated · audit written
138ms
[job-8470]
Lab Result — Routed lab-router-v2 · routed → [email protected]
91ms
[job-8469]
Medication Change — Human gate dose_reduction triggers approval gate · pending dr.virtanen
pending
[job-8468]
Discharge Summary — Processed medication-extractor-v3 · output validated · audit written
155ms
[job-8467]
Financial Filing — Flagged covenant-monitor-v1 · covenant breach detected · routed to compliance
flagged
[job-8466]
Discharge Summary — Processed medication-extractor-v3 · output validated · audit written
147ms
[job-8465]
Lab Result — Routed lab-router-v2 · routed → [email protected]
88ms

Agent Run Log — job-8469

Agent: medication-extractor-v3  ·  Timestamp: 2026-04-18T03:47:12Z

Execution

  • Input hash: sha256:a4f2c8d19e3b…
  • Document: discharge_summary_8469.pdf
  • Model: claude-haiku-4-5 (pinned)
  • Latency: 1,204ms

Extracted fields

  • medication: Metformin 500mg
  • change: dose_reduction
  • frequency: twice_daily → once_daily
  • reason: renal_function_decline
  • icd10: N18.3

Decision

  • Outcome: APPROVAL_REQUIRED
  • Reason: dose_reduction triggers human gate
  • Routed to: [email protected]
  • Gate status: PENDING

Audit

  • Output schema validated ✓
  • Audit record written ✓
  • Input hash logged ✓
  • Model version logged ✓
Dark Factory — Operations
aktagon/dark-factory
Production
Autonomous · No manual interventions
Live
Processed / hr
847
+12% vs last hour
Error rate
0.00%
30-day avg
Gate hits
3
This hour
Uptime
99.97%
6-month avg
Agent throughput
AgentJobs / hr
medication-extractor-v3612
lab-router-v2184
covenant-monitor-v131
document-classifier-v420
GDPR routing log
TriggerRouted to
dose_reductiondr.virtanen
medication_stopdr.virtanen
covenant_breachcompliance@
new_medicationpharmacist@
All agents healthy
Updated 4s ago
harness.yml
Deploy
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# Dark Factory Harness — aktagon.com
# Every agent call is scoped. No exceptions.
agent: medication-extractor
version: 3.1.0
input:
  type: discharge_summary
  schema: schemas/discharge.json
  max_size_kb: 512
model:
  id: claude-haiku-4-5
  pinned: true
  temperature: 0
  max_tokens: 1024
output:
  schema: schemas/medication-change.json
  validate: strict
tools: [] # extract only — no side effects
approval_gates:
  - trigger: dose_reduction
    route_to: ${CLINICIAN_WEBHOOK}
  - trigger: medication_stop
    route_to: ${CLINICIAN_WEBHOOK}
  - trigger: new_medication
    route_to: ${PHARMACIST_WEBHOOK}
audit:
  log_input_hash: true
  log_model_version: true
  log_decision: true
  destination: audit.aktagon.internal
# The agent thinks freely.
# The harness doesn't.

Most AI stops at the demo. I ship the rest.

AI implementation and deployment for regulated industries. Data pipelines, knowledge search, task-specific agents, workflow automation, and autonomous dark factory systems.

Deploy

Data & Search

Agents & Automation

Who this is not for

You need a team of ten.

I am one engineer. If the project requires a department, this is not the right fit.

You want a demo, not a product.

I do not build proof-of-concepts that end at the slideshow. Production or nothing.

You are not in a regulated industry.

Healthcare, finance, compliance. If none apply, you will overpay for guardrails you do not need.

You need 24/7 support SLAs.

One person cannot promise round-the-clock availability. If uptime contracts matter, hire a team.

One conversation. No handoffs.