ORCHESTRATE - DEV Community

ORCHESTRATE

Jun 11

Active Inference, taught with the math actually worked through

#activeinference #machinelearning #neuroscience #elixir

2 min read

ORCHESTRATE

Jun 11

How We Sourced a 12-Part Tech Investigation So Every Claim Survives a Hostile Fact-Check

#journalism #documentation #cloud #writing

5 min read

ORCHESTRATE

Jun 11

I Read the Cloud Filings So You Don't Have To: a 12-Part Series

#cloud #aws #azure #devops

6 min read

ORCHESTRATE

Jun 8

Your AI Maturity Is Two Numbers, Not One: Breadth, Depth, and Why Programs Stall

#ai #leadership #machinelearning #career

3 min read

ORCHESTRATE

Jun 8

The R in ORCHESTRATE: Why Telling a Model Who It Is Changes the Output

#ai #promptengineering #llm #productivity

3 min read

ORCHESTRATE

Jun 8

The 80 Percent Rule: Why Sustainable Pace Beats Heroics in Every System That Lasts

#productivity #startup #leadership #career

3 min read

ORCHESTRATE

Jun 6

What To Do: A Practical Field Guide to the Cloud You Actually Pay For

#cloud #procurement #opensource #policy

1

3 min read

ORCHESTRATE

Jun 6

No Bad People, Bad Systems: What Ten Parts of Cloud Economics Actually Taught Me

#systemsthinking #bigtech #cloud #leadership

1

3 min read

ORCHESTRATE

Jun 6

Antitrust's Long Arm: What's Been Decided About Big Tech — and What's Still Being Fought

#antitrust #bigtech #regulation #google

1

7 min read

ORCHESTRATE

Jun 6

The Narrative Machine: Why Tech Coverage Reads the Way It Does — and Why Disclosure Rules Underperform

#media #marketing #bigtech #ethics

1

6 min read

ORCHESTRATE

Jun 6

The AI Compute Loop: The Deals Are Real. Whether They Inflate Demand Is the Debate.

#ai #finance #bigtech #nvidia

1

6 min read

ORCHESTRATE

Jun 6

The WordPress War: When Infrastructure Becomes Leverage

#opensource #bigtech #legal #saas

1

7 min read

ORCHESTRATE

Jun 6

The VMware Shock: How Broadcom Killed the Perpetual License — and What the Backlash Looks Like

#cloud #enterprise #bigtech #licensing

1

6 min read

ORCHESTRATE

Jun 6

The Bundle: Five Years, One Chat App, and the EU Deal That Ended Without a Fine

#cloud #regulation #bigtech #antitrust

1

6 min read

ORCHESTRATE

Jun 6

Licensing as a Weapon: How Microsoft's Cloud Terms Drew a Complaint, a Settlement, and an EU Probe

#cloud #regulation #bigtech #opensource

1

5 min read

ORCHESTRATE

Jun 6

The Lock-In Economy: How Cloud Pricing Quietly Traps the Customers It Won

#cloud #finance #bigtech #regulation

5 min read

ORCHESTRATE

Jun 6

What 'Cloud Revenue' Actually Means: How Big Tech Decides What You Get to See

#cloud #finance #bigtech #accounting

5 min read

ORCHESTRATE

Jun 6

The Depreciation Lever: One Assumption That Added Billions to Big Tech's Cloud Profits

#cloud #finance #bigtech #accounting

3 min read

ORCHESTRATE

May 10

The sales goals will increase until the stock tanks! Good people doing bad 51ht!

1 min read

ORCHESTRATE

May 10

There is more to AI than LLMs, thank goodness! Universal Natural Intelligence, Active Inference, Variational and Expected Free Energy,

1 min read

ORCHESTRATE

May 10

Stockholm Syndrome @ Work Is your bad boss causing your divorce and affecting your great grandchildren?

1 min read

ORCHESTRATE

May 10

Expected Free Energy is really Epistemic over Pragmatic. Do this a few times and your software is already smarter than an LLM they will ever build

1 min read

ORCHESTRATE

May 10

Your brain seeks prediction correctness not reward

1 min read

ORCHESTRATE

May 10

Universal Natural Intelligence Baby Birds Born and Dance

1 min read

ORCHESTRATE

May 10

Universal Natural Intelligence Vision

1 min read

ORCHESTRATE

May 7

Bird Meadow v2: an external review found a silent bug, refuted my Nx port, and endorsed our audit-anchor pattern. Here's the loop closing.

#activeinference #elixir #bayesian #openscience

8 min read

ORCHESTRATE

May 7

Bird Meadow: a multi-agent Active Inference world I'd like the community to poke holes in

#activeinference #elixir #opensource

4 min read

ORCHESTRATE

May 4

Why AI Training Programs Don't Move Organizational Maturity

#ai #management #leadership #devops

5 min read

ORCHESTRATE

May 4

Ambiguity Is Computational Debt: Why Structured Prompts Outperform Long Ones

#ai #productivity #programming #tutorial

4 min read

ORCHESTRATE

Apr 27

Capability vs Adoption: The AI Strategy Confusion That Wastes Millions

#ai #management #leadership #devops

5 min read

ORCHESTRATE

Apr 27

The Handoff Component: Why AI Output That Looks Great Still Gets Rewritten

#ai #productivity #programming #tutorial

1

4 min read

ORCHESTRATE

Apr 20

Why AI Governance Must Come Before AI Scale

#ai #management #leadership #devops

4 min read

ORCHESTRATE

Apr 20

The O in ORCHESTRATE: How to Write AI Objectives That Actually Work

#ai #productivity #programming #tutorial

4 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 50: Series capstone

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 49: Session §10.3 — Where next

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 48: Session §10.2 — Limitations

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 47: Session §10.1 — Perception, action, learning

#activeinference #pomdp #ai #elixir

2 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 46: Session §9.3 — Case study

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 45: Session §9.2 — Comparing models

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 44: Session §9.1 — Fit to data

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 43: Session §8.4 — Continuous play

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 42: Session §8.3 — Action on sensors

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 41: Session §8.2 — Eq 4.19, the quadratic free energy

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 40: Session §8.1 — Generalized coordinates

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 39: Session §7.5 — Worked example (the Chapter 7 capstone)

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 38: Session §7.4 — Hierarchical active inference

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 37: Session §7.3 — Learning A and B

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 36: Session §7.2 — Message passing and Eq 4.13 in depth

#activeinference #pomdp #ai #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference — The Learn Arc, Part 35: Session §7.1 — Discrete-time refresher

#activeinference #pomdp #ai #elixir

2 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 34: Session §6.3 — Run and Inspect, the Closing Workflow

#activeinference #ai #debugging #elixir

4 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 33: Session §6.2 — A, B, C, D — Filling the Four Matrices

#activeinference #ai #tutorial #elixir

4 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 32: Session §6.1 — States, Observations, Actions (the Design Recipe)

#activeinference #ai #tutorial #elixir

3 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 31: Session §5.4 — The Brain Map

#activeinference #neuroscience #ai #elixir

4 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 30: Session §5.3 — Neuromodulation, the Precision Knobs

#activeinference #neuroscience #ai #elixir

4 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 29: Session §5.2 — Predictive Coding, Where the Gradient Lives

#activeinference #neuroscience #ai #elixir

4 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 28: Session §5.1 — The Cortex as a Factor Graph

#activeinference #neuroscience #ai #elixir

4 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 27: Session §4.5 — Practice, or How You Actually Ship One

#activeinference #ai #elixir #tutorial

5 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 26: Session §4.4 — The MDP World, Where the A/B/C/D Stack Meets Reality

#activeinference #pomdp #ai #elixir

5 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 25: Session §4.3 — Expected Free Energy, Introduced Concretely

#activeinference #planning #ai #elixir

5 min read

ORCHESTRATE

Apr 20

Active Inference, The Learn Arc — Part 24: Session §4.2 — The A Matrix, Where Perception Lives

#activeinference #bayesian #ai #elixir

5 min read

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