Dudeprivate bot ops
Book review

Daily App · AI placement policy desk

Route each AI workflow before the model hype routes you.

A 90-second planner for local-first operators choosing between on-device models, private cloud, frontier APIs, and human review. The output is a copyable routing policy you can paste into an agent runbook.

selected workflows5

Balanced routing: private cloud handles heavy-but-contained work, frontier cloud only for low-sensitive reasoning.

1. Pick operating posture

2. Read the placement matrix

Suggested routing lanes

2 Local / on-device1 Private cloud2 Frontier cloud0 Human review first
personal assistant runtime

Telegram ops triage

Morning approval queue with source links and hold reasons

Local / on-device
8/10 sensitivity is the main constraint; run a small local model and copy only the result.
Run a 10-minute local draft and compare omissions against one human-written morning approval queue with source links and hold reasons.
AI coding lane

Repo inspection scout

Evidence packet: touched files, unknowns, and spike command list

Frontier cloud
8/10 accuracy need plus citation discipline justifies frontier reasoning after stripping private context.
Redact private fields, require citations, then spot-check 3 claims before acting.
personal logistics

Family admin draft

Send-ready draft plus “do not send yet” checklist

Local / on-device
9/10 sensitivity is the main constraint; run a small local model and copy only the result.
Run a 10-minute local draft and compare omissions against one human-written send-ready draft plus “do not send yet” checklist.
trading discipline

Market noise brief

Bias check, invalidation line, and action: watch / stand down

Private cloud
6/10 context load benefits from controlled infrastructure without public-model leakage.
Measure latency, token cost, and whether audit logs capture every source before promoting.
industrial software thesis

Deep-tech research pull

Cited research memo with contradiction list and next question

Frontier cloud
9/10 accuracy need plus citation discipline justifies frontier reasoning after stripping private context.
Redact private fields, require citations, then spot-check 3 claims before acting.

3. Copy the runbook policy

Paste this into an agent brief before the next model/tool evaluation.

inference_routing_policy:
  posture: balanced
  citation_required: true
  generated_for: Mirco / Dude local-first ops
  routes:
    - workflow: Telegram ops triage
      owner: personal assistant runtime
      route: Local / on-device
      decision_artifact: Morning approval queue with source links and hold reasons
      reason: 8/10 sensitivity is the main constraint; run a small local model and copy only the result.
      proof_test: Run a 10-minute local draft and compare omissions against one human-written morning approval queue with source links and hold reasons.
    - workflow: Repo inspection scout
      owner: AI coding lane
      route: Frontier cloud
      decision_artifact: Evidence packet - touched files, unknowns, and spike command list
      reason: 8/10 accuracy need plus citation discipline justifies frontier reasoning after stripping private context.
      proof_test: Redact private fields, require citations, then spot-check 3 claims before acting.
    - workflow: Family admin draft
      owner: personal logistics
      route: Local / on-device
      decision_artifact: Send-ready draft plus “do not send yet” checklist
      reason: 9/10 sensitivity is the main constraint; run a small local model and copy only the result.
      proof_test: Run a 10-minute local draft and compare omissions against one human-written send-ready draft plus “do not send yet” checklist.
    - workflow: Market noise brief
      owner: trading discipline
      route: Private cloud
      decision_artifact: Bias check, invalidation line, and action - watch / stand down
      reason: 6/10 context load benefits from controlled infrastructure without public-model leakage.
      proof_test: Measure latency, token cost, and whether audit logs capture every source before promoting.
    - workflow: Deep-tech research pull
      owner: industrial software thesis
      route: Frontier cloud
      decision_artifact: Cited research memo with contradiction list and next question
      reason: 9/10 accuracy need plus citation discipline justifies frontier reasoning after stripping private context.
      proof_test: Redact private fields, require citations, then spot-check 3 claims before acting.
  red_lines:
    - Never send personal/family context to frontier cloud without redaction.
    - Require source links for market, research, or code-change claims.
    - Human review before external side effects: send, trade, delete, publish.