Boondoggling tutorials, feature demos, and my fav YouTube videos.
Professor Bear: Boondoggling
Most developers using Claude Code or Cursor are doing 20% of the job and calling it done. Here's what the other 80% actually looks like.
This video walks through a real build using the Boondoggle method — a structured approach to AI-assisted software development that separates the thinking from the generating. Before one line of code gets written, a two-hour intake conversation with Gru (a custom orchestration prompt) produces a Boondoggle report: a clear, task-by-task breakdown of what Claude does, what the human does, and what verification looks like at every step.
For this project: nine Claude tasks, eleven human tasks. More human decisions than machine outputs — but the Claude tasks ran fast and clean because the structure was already there.
You'll see the clock test (a literal before-you-move-on verification prompt), frick-fracking (small precise iterative edits — one of the things Claude does exceptionally well), and noodling (the dreaming phase — figuring out what to build before figuring out how). Each phase is distinct. Each has a different kind of work.
This is the Irreducibly Human framework applied to software engineering: orchestration, problem formulation, plausibility auditing. A conductor doesn't play an instrument. A developer using AI tools well doesn't out-prompt a model — they know what the model can't touch.
The Gru prompt is in the description. Copy it. Use it. The boondoggling methodology works across Claude, ChatGPT, and Gemini.
This is video one. Every future project gets a Boondoggle report. You'll see what they look like at scale.
→ Gru Tool: https://www.boondoggling.ai/tools/gru-tool
→ Boondoggling: https://www.boondoggling.ai/
→ Conducting AI (Irreducibly Human): https://www.irreducibly.xyz/notes/Irreducibly-Human/Irreducibly-Human-Conducting-AI
TAGS: Claude Code tutorial, AI software development workflow, AI coding tools 2026, human in the loop AI development, Claude Code for developers, AI pair programming, Boondoggle method, Gru tool, boondoggling ai, prompt engineering for developers, software orchestration AI, Irreducibly Human framework, AI task breakdown, when to use AI coding tools, AI developer workflow, structured AI development, Claude Code project walkthrough, metacognitive software engineering, AI code review process, developer productivity AI, Nik Bear Brown
#ClaudeCode #AISoftwareDevelopment #ProfessorBear
Why Every Claude Code Prompt You've Written Has the Same Structural Failure
Most Claude Code users are playing an instrument. Conductors build production sites in three hours. Here's the difference — and why it starts before you write a single prompt.
This video breaks down the solve-verify asymmetry: why Claude produces confident, fluent, structurally wrong output when the problem is poorly framed, and what that means for anyone using AI to build anything real. On March 30th, 2026, Boondoggling.ai went from idea to live in roughly three hours — six routes, a hybrid file system and database architecture, an admin dashboard, a community upload pipeline, and a full prompt library. Not a toy project. A real build. Twenty steps, nine Claude tasks, eleven human tasks, one hour with Claude Code. Every prompt ran without error.
The reason isn't a better prompt. It's the five supervisory capacities: plausibility auditing, problem formulation, tool orchestration, interpretive judgment, and executive integration. These are the conductor's tools. They're the subject of the Conducting AI course in the Irreducibly Human series. And they're what separates a build that ships from a session that spirals.
The Gru system prompt — the senior software architect persona used in this build — is free at boondoggling.ai/tools. No account. No API key. No paywall.
Paste it into a Claude project and type /help.
🔗 Try Boondoggling.ai → https://boondoggling.ai
🔗 Irreducibly Human series → https://irreducibly.xyz
🔗 Gru system prompt → https://boondoggling.ai/tools
TIMESTAMPS
0:00 — The conductor vs. the player
0:30 — Why Claude prompts fail structurally
1:15 — The solve-verify asymmetry
2:00 — The five supervisory capacities
4:30 — The Boondoggling.ai live build (March 30, 2026)
6:00 — The boondoggle score and handoff conditions
7:30 — How to run Gru in your own Claude environment
TAGS: Claude Code tutorial, AI prompting mistakes, how to use Claude Code, supervisory capacities AI, conducting AI, Boondoggling AI, Grue system prompt, Claude project instructions, AI build methodology, problem formulation AI, plausibility auditing, tool orchestration AI, irreducibly human series, Professor Bear, Nik Bear Brown, AI conductor, Claude AI workflow, AI code generation, human AI collaboration, AI prompting framework
HASHTAGS: #ClaudeCode #AIPrompting #ProfessorBear
Twas the Night Before Christmas (Two and One-Half Minute Edit)
Twas the Night Before Christmas (Two and One-Half Minute Edit)
Join us for a special holiday studio session featuring Musinique's musical reimagining of the beloved 1823 poem "A Visit from St. Nicholas," commonly known as "'Twas the Night Before Christmas." Adapted and rewritten by Musinique's resident poet Nik Bear Brown, this work-in-progress transforms Clement Clarke Moore's timeless narrative into a lyrical holiday song that captures the magic and wonder of Christmas Eve. Experience the classic story of Santa's midnight visit through fresh musical interpretation—from the stirring on the lawn to the flight of the reindeer, the descent down the chimney, and that iconic farewell: "Happy Christmas to all, and to all a good night."
Public Domain Origin:
The original poem "A Visit from St. Nicholas" was first published anonymously in 1823 and is widely attributed to Clement Clarke Moore (though some scholars suggest Henry Livingston Jr.). This poem fundamentally shaped the modern American image of Santa Claus and remains one of the most cherished Christmas works in English literature. As a public domain work, it continues to inspire new artistic interpretations nearly two centuries later.
.
For more by this artist
Nik Bear Brown
https://open.spotify.com/artist/0hSpFCJodAYMP2cWK72zI6?si=9Fx2UusBQHi3tTyVEAoCDQ
https://music.apple.com/us/artist/nik-bear-brown/1779725275
https://nikbear.musinique.com
https://musinique.com
#TwasTheNightBeforeChristmas #ChristmasMusic #HolidaySongs #MusiqueRecords #NikBearBrown #StudioSession #ChristmasClassics #PublicDomainAdaptation #HolidayPodcast #SantaClaus #ChristmasEve #MusicalAdaptation #WIP #WorkInProgress #AIMusic #HumansAndAI #ChristmasCarols #FestiveSeason #HolidayMagic #ChristmasTraditionsRetry
Letter from a Region in My Mind | (30 Second Commercial) | Spoken Word (Nik Bear Brown)
Letter from a Region in My Mind | (30 Second Commercial) | Spoken Word (Nik Bear Brown)
This is a 30 Second Commercial for Letter from a Region in My Mind
In honor of "No Kings" week Musinique Records is making protest songs until the US has compassion and sanity.
Poet and song writer Nik Bear Brown made a spoken word interpretation of James Baldwin's “Letter from a Region in My Mind,” The New Yorker (Nov. 17, 1962)
“A civilization is not destroyed by wicked people; it is not necessary that people be wicked but only that they be spineless.”
https://www.newyorker.com/magazine/1962/11/17/letter-from-a-region-in-my-mind
A civilization is not destroyed by wicked people
It is not necessary that people be wicked
But only that they be spineless
They turn their heads and blink too slow
They hear the screams but never go
They let the lie repeat and swell
And silence does the work of hell
In the region of my mind where rage meets grace
I see a boy with a fire-creased face
He asked, “Must I hate to survive this land?”
And no one reached to take his hand
We tell them kneel, then call them low
We chain the truth and call it snow
We ask them peace, then feed them fear
And wonder why the blood runs near
They handed me a cross and a flag
Said both would save me if I sang
But both were used to build the wall
And neither caught me when I’d fall
Hold your soul, don’t sell it cheap
Even if you cry, don’t let them weep
Even if your voice shakes low
Say the thing they fear you know
I met God in a jailhouse prayer
And doubt in a marble preacher’s glare
And I found myself where I was lost—
Where Blackness bore both crown and cross
No chains can hold the truth for long
And silence never righted wrong
A nation breaks from fear, not fight
A spine must rise to birth the light
Amen
Spoken word: Nik Bear Brown
https://open.spotify.com/artist/0hSpFCJodAYMP2cWK72zI6?si=9Fx2UusBQHi3tTyVEAoCDQ
https://music.apple.com/us/artist/nik-bear-brown/1779725275
https://nikbear.musinique.com
https://musinique.com
Spotify artists Nik Bear Brown, Tuzi Brown, Parvati Patel Brown & Newton Williams Brown
Produced by Musinique Records
If you like alternative music, please support Musinique artists by following them on Spotify
https://nikbear.musinique.com
https://parvati.musinique.com
https://mayfield.musinique.com
https://liam.musinique.com
https://newton.musinique.com
https://tuzi.musinique.com
https://humanitarians.musinique.com
https://dijit.musinique.com
https://prarthana.musinique.com
https://marley.musinique.com
#SpokenWordPoetry
#JamesBaldwinInspired
#ModernPoetry
#SocialJusticeArt
#LiteraryAdaptation
#SpokenWordMusic
#PoetryAndProtest
#NoKings #Musinique #KingdomMustComeDown #MayfieldKing #NewtonWilliamsBrown #ProtestMusic #ProtestSongs2025 #MusicForChange #TruthTooPower #VoicesOfResistance #NewMusicFriday #IndieMusic #SpotifyPlaylist #ActivistArtists #MusicWithMeaning
A Freedom Rider’s Prayer | Freedom Rider Mugshots: Portraits of Courage
A Freedom Rider’s Prayer | #FreedomRiders #neverforget
Freedom Rider Mugshots: Portraits of Courage
Tuzi Brown
https://open.spotify.com/artist/5DvRo9Gtg5bxsUUbKQBdg6?si=cycErkToTfKhcumPnlzt2w
https://music.apple.com/us/artist/tuzi-brown/1838852692
https://tuzi.musinique.com
Direct song links:
https://open.spotify.com/track/5KCdudJbWwIpviY27VM5KJ?si=a2efc40bfff9400f
https://music.apple.com/us/song/a-freedom-riders-prayer/1848062704
These historic mugshots document Freedom Riders arrested in Jackson, Mississippi during the summer of 1961. Between May and September 1961, over 300 activists—Black and white, men and women—were arrested for peacefully challenging segregation in interstate transportation facilities, despite Supreme Court rulings declaring such segregation unconstitutional.
Key Dates:
May 24, 1961: First group of Freedom Riders arrested in Jackson
May-July 1961: Peak period of arrests shown in these mugshots
September 13, 1961: Final Freedom Riders arrested in Jackson
November 1, 1961: Interstate Commerce Commission orders enforcement of desegregation in all bus terminals
These young activists, many still in their teens and twenties, risked their lives and freedom to challenge racial injustice through nonviolent protest. After arrest, most were sent to Mississippi's notorious Parchman State Penitentiary to serve sentences for "disturbing the peace."
Credits:
Freedom Rider mugshots, Jackson Police Department, Mississippi, 1961. Courtesy of Mississippi Department of Archives and History.
Source: Jackson Police Department, 1961 / Mississippi Archives
Images have been AI enhanced. AI is terrible with text.
A Freedom Rider’s Prayer
The cell’s still quiet
But the Lord—He lit the sky once more
Good morning, sunshine
How’d you rise so soon
You slipped past locks and bars
And I keep singing—
’Til freedom shines through
They rode us down in boots and steel
But couldn’t dim the fire we feel
They caged our hands
But not our breath
And I keep singing—
’Til freedom shines through
The night was long
But hope stayed warm
The good Lord's light
Still guards the storm
Every dawn I turn to You—
Good morning, Lord… and good night, too
Raindrops tap this cellblock wall
Soft as voices that still call
"We remember Selma
We remember them all"
And I keep singing—
’Til freedom shines through
Through bars and silence, hope breaks true
Good morning, Lord… and good night, too
And I keep singing—
’Til freedom shines through
Sing it low
Sing it slow and true
The Lord’s still shining
The world feels new
Every breath’s a thank you, too—
Good morning, Lord… and good night, too
Good morning, Lord… and good night, too
The world keeps turning
And I keep singing—
’Til freedom shines through
#FreedomRiders #CivilRightsMovement #BlackHistory #AmericanHistory
#1961 #JimCrow #HistoricalMugshots #CivilRightsHistory #Desegregation
#JacksonMississippi #Parchman #MississippiHistory
#NeverForget #HistoricalDocumentation #CivilRightsLeaders #StudentActivism
#SocialJustice #NonviolentResistance #CourageInAction #HistoryMatters
#HistoricalFootage #Tribute #DocumentaryShort #HistoricalPhotography
#OriginalPoetry #TributePoem
What Are Living Models?
Most analytics systems describe the past. Living Models is built to reason about what happens when you change something — and why that distinction is the difference between a dashboard and a decision.
In this video, Bear walks through the core argument behind Living Models: why J.C. Penney's 2012 pricing collapse wasn't a data failure but a question failure, how Judea Pearl's Ladder of Causation maps the three classes of decision-relevant questions (association, intervention, counterfactual), and what it actually takes to build a causal model that reflects the knowledge of the people closest to the system — not the analysts furthest from it.
The Knowledge Acquisition Tool extracts that domain expertise through a 45-minute structured interview and feeds it into a pipeline that produces something most organizations have never seen: a ranked list of interventions evaluated by expected causal effect, compared against the cost of doing nothing.
The data was never the problem. It was always the question.
Links
🔗 Full architecture and project documentation → https://livingmodels.org
📖 Ongoing thinking and case studies → https://www.hypothetical.ai/
In this video
0:00 — The J.C. Penney case: right data, wrong question
0:30 — What rung-one analytics actually does — and where it stops
2:15 — Pearl's Ladder of Causation: association, intervention, counterfactual
4:15 — Why the standard causal AI workflow is backwards
5:00 — The Knowledge Acquisition Tool: 45 minutes, domain expert as originator
5:45 — The pipeline output: intervention ranking, not a dashboard
#CausalInference #LivingModels #DecisionIntelligence
TAGS: causal inference, Living Models, causal AI, Pearl Ladder of Causation, decision intelligence, do-calculus, interventional reasoning, counterfactual analysis, J.C. Penney pricing case study, rung two analytics, causal decision support, knowledge acquisition tool, analytics beyond dashboards, expected value of intervention, strategic AI, executive decision-making, causal graph, structural causal model, Judea Pearl, causal analytics
Living ModelsCausal InferencePearl's Laddercounterfactual reasoningdecision intelligencecausal AIintervention analysisDAGdo-calculusknowledge acquisitionexpected value of interventionLivingModels.org
Lift Every Voice and Sing | Mayfield King
Lift Every Voice and Sing | Mayfield King
This Musinique studio session is a contemporary meditation on the iconic hymn “Lift Every Voice and Sing.” Written as a poem in 1900 by James Weldon Johnson and set to music by his brother J. Rosamond Johnson, the hymn was originally performed for a celebration of Abraham Lincoln’s birthday. Over time, it became an anthem of the African American freedom struggle—often called the Black National Anthem. (The original poem is public domain.)
Our Musinique work-in-progress blends the traditional verses with new poetic expansions, opening with:
“I lift every voice like a lantern in the dawn
I hold every syllable like a seed of freedom rising.”
These new lines follow Musinique’s mission: honoring legacy while amplifying independent, liberatory voices.
The session weaves metaphors of seeds, stones, dawn, and perseverance into the original hymn’s themes of collective struggle and faith, creating a bridge between the historic fight for freedom and today’s continuing journey toward justice.
This performance lives in the Musinique spirit — protest music, spoken-word lineage, communal uplift, and the belief that the power of music and compassion is a better path for change than hate.
Lift Every Voice
I lift every voice like a lantern in the dawn
I hold every syllable like a seed of freedom rising
Lift every voice and sing as the heavens ring
Let the harmonies of liberty breathe through our bones
Let rejoicing rise high as listening skies
Let it roll like a sea of hope we built stone by stone
Sing a song full of the faith the dark past taught
Sing a song full of the hope this new day brought
Facing the rising sun of a morning just begun
We march on till victory is won
Stony is the road we trod
Bitter was the rod that tried to bend our light
Yet with a steady beat our weary feet
Came to the place our elders dreamed in night
We have come over a way watered with tears
We have come through a path soaked by the slaughtered years
Out from the gloomy past
To stand where a gleam breaks through at last
God of our weary years
God of our silent tears
You carried us thus far on the way
You led us by might into the light
Keep our steps in the path we pray
Lest our feet stray from the ground where we met you
Keep us true keep us true
Lest our hearts drunk with the wine of the world forget you
Keep us near keep us near
Shadowed beneath your hand we stand
True to our God
True to our native land
Rising like a dawn that refuses to dim
Till victory calls our name
Mayfield King the voice of conscious soul
https://music.apple.com/gb/artist/mayfield-king/1846526759
https://open.spotify.com/artist/6vpw3aw6hEJRPHgYGrN3kX?si=_WzqjRRwSQa5AtEUEjyv4w
https://mayfield.musinique.com
#LiftEveryVoice #LiftEveryVoiceAndSing #MusiniqueSessions
#BlackNationalAnthem #JamesWeldonJohnson #FreedomSongs
#ProtestMusic #ContemporarySpirituals #StudioSessions
#IndependentArtists #Musinique #WorkInProgress
#PoetryAndMusic #LanternInTheDawn #MayfieldKing