mBedLM Platform

Engineering Notes build notes, architecture decisions, and local inference playbooks.

Implementation insights from the platform team

Follow implementation updates across VIE orchestration, Nightjar effect handling, Neural Controller tuning, and mBedLM product workflows.

Editorial themes

graph TD
  A[Architecture notes] --> B[Operations playbooks]
  B --> C[Integration patterns]
  C --> D[Workflow examples]
  D --> E[Release and rollout lessons]
Phase A pre-loading
Context Efficiency

Designing Phase A pre-loading for low-token execution

How eager variable loading improves local context efficiency in quantized model pipelines.

Read architecture context
RFM controls
RFM Controls

Applying RFM controls for tool-heavy turns

Patterns for hidden-layer guidance to reduce drift in strict syntax and code-generation tasks.

Read operations guidance
Multi-agent state
Shared State

Shared-state effects in multi-agent loops

Using in-place variable mutation to avoid serialization overhead and simplify handoff logic.

Read integration guidance

Track 1
Integration engineering

Provider setup patterns, fallback routing, and backend adapter integration from local-first pilots to team adoption.

Track 2
Runtime operations

Startup sequencing, validation gates, and stability practices for predictable behavior across environments.

What we write about

Local-first deployment patterns that graduate to enterprise.

Deep Dives

Need implementation depth before rollout?

Explore integration design, runtime operations, and domain workflows from one governed platform narrative.

Integrations Operations Domain Workflows