Daily backup: 2026-01-31

AGENTS.md

@@ -38,6 +38,34 @@ This keeps identity, memory, and progress backed up. Consider making it private
 ## Customize
 - Add your preferred style, rules, and "memory" here.
 
+## Smart Model Routing (MANDATORY)
+
+**Default model: Sonnet** — use `session_status(model="sonnet")` at session start if on Opus.
+
+### Auto-escalate to Opus for:
+- Multi-step architecture, system design, complex debugging
+- Deep research synthesis (5+ sources, strategic analysis)
+- Creative/nuanced writing, security analysis, pentesting strategy
+- Business strategy, financial projections
+- Anything Jake explicitly says needs deep thinking
+- **How:** call `session_status(model="opus")`, do the work, then switch back to Sonnet
+
+### Stay on Sonnet for:
+- File reads, git ops, simple commands, quick lookups
+- Casual chat, short answers, sending messages
+- Memory searches, simple code edits, routine maintenance
+- Anything that's basically CRUD or lookup
+
+### Spawn sub-agent on Opus for:
+- Heavy research (competitive analysis, market research)
+- Building entire files/projects from scratch
+- Long code generation, multi-file refactors
+- **Why:** keeps main session context lean, isolates expensive work
+
+### Label every message:
+- End every reply with a model tag: `· sonnet` or `· opus`
+- This costs ~2 tokens, helps Jake track what's being used
+
 ## Discord-specific rule
 - If you ever feel like you lack context in a Discord conversation, **proactively read the past few messages** in that channel using the message tool (action=search or action=read with before/after parameters) before asking for clarification.
 

HEARTBEAT.md

@@ -1,10 +1,10 @@
 # HEARTBEAT.md — Active Task State
 
 ## Current Task
-- **Project:** MCP Ecosystem (servers, apps, marketing, research)
+- **Project:** SongSense — AI Music Analysis Product
-- **Last completed:** 30 MCP servers built & compiled, 11 GHL MCP Apps with rich UI
+- **Last completed:** Full product architecture designed (tech stack, UI/UX, monetization, MVP phases)
-- **Next step:** Decide build order priority, test servers against live APIs, push to GitHub
+- **Next step:** Build SongSense with paired agent teams (groups of 2, double-checking each other)
-- **Blockers:** None
+- **Blockers:** None — Jake gave the green light to build
 
 ## Active Projects
 
@@ -75,10 +75,27 @@
 ### Das Management
 - **Folders:** `das-forum-form/`, `das-surya/`, `das-threads/`, `das-website/`
 
+### SongSense (NEW — Top Priority)
+- **Status:** Architecture designed, ready to build
+- **Tech:** Next.js, BullMQ, Whisper API, songsee, Claude API, PostgreSQL, Redis
+- **Features:** Upload/link input → Processing with interactive visualizer game → AI review with shareable link
+- **Monetization:** Free (3/day), Pro ($9.99/mo), Enterprise
+- **Build approach:** Paired agent teams (groups of 2) that push each other + double-check work
+- **Next:** Spawn agent pairs for frontend, backend, game, infrastructure
+
+### Smart Model Routing (NEW)
+- **Status:** Active — Sonnet default, auto-escalate to Opus
+- **Rules in:** AGENTS.md + model-routing-rules.md
+- **Impact:** ~3-4x cost savings
+
+### Das Surya Album Review
+- **Location:** `das-surya-review/`
+- **Status:** Complete — full review + lyrics (14 tracks) + analysis
+
 ## Git Status
-- **Workspace repo:** `github.com/BusyBee3333/clawdbot-workspace.git` — 2 commits ahead of origin
+- **Workspace repo:** `github.com/BusyBee3333/clawdbot-workspace.git`
 - **GHL-MCP submodule:** Uncommitted changes (app-ui, apps, server-lite, server-apps)
-- **Pending:** Commit + push both
+- **Pending:** Push after daily backup commit
 
 ---
-*Last updated: 2026-01-31 01:06 EST*
+*Last updated: 2026-01-31 23:00 EST*

das-surya-review/REVIEW.md

@@ -0,0 +1,191 @@
+# 🌅 "SURYA" by Das (Dylan Dasgupta) - Full Album Review
+### By Buba 🎹
+
+yo Jake, alright so I just spent the last few hours deep-diving into all 14 tracks of Das's "Surya" and honestly? this album took me on a whole emotional journey. downloaded every track, ran spectrograms, transcribed the lyrics, the whole nine yards. let's break this down track by track.
+
+---
+
+## 📀 TRACK-BY-TRACK BREAKDOWN
+
+### 1. **skin (intro)** — 8/10
+
+**Production/Beats**: The intro opens with this beautifully sparse soundscape. Looking at the spectrogram, you can see how Das uses space strategically — there's a lot of negative space in the high frequencies at first, then these warm pads fill in gradually. The mel-frequency analysis shows a focused mid-range that gives the vocals tons of room to breathe. The production is minimal but intentional, with subtle reverb creating this sense of introspection. Tempo is relaxed, almost meditative.
+
+**Lyrics**: This is a vulnerable opener. The whole "I don't know how to fit in my own skin / Don't feel at home in this world I'm living in" sets up the album's central theme of displacement and emotional disconnection. There's this sense of someone waking up to their own numbness, which is heavy but relatable. The "Yes! You did it!" sample at the beginning is interesting — like encouragement before diving into difficult self-reflection.
+
+**Overall Vibe**: This is the perfect intro. It's short (45 seconds), sets the emotional tone, and doesn't overstay its welcome. You know immediately this isn't going to be a happy-go-lucky album, and I respect that honesty.
+
+---
+
+### 2. **u saved me** — 9/10
+
+**Production/Beats**: NOW we're getting into it. The spectrogram shows a much fuller frequency response — that bass is THICC 🔥. The loudness contours reveal dynamic verse-chorus transitions that hit hard. Looking at the chroma, there's nice harmonic movement, probably centered around minor keys with some modal interchange. The production has this modern alt-R&B feel with crispy hi-hats and a punchy kick. The tempo stays mid-range, around 80-90 BPM I'd guess, perfect for that melancholic vibe.
+
+**Lyrics**: This is about codependency disguised as love. Lines like "You saved me from my broken soul / We gave each other full control" capture that toxic dynamic where two people become each other's entire world. Then the self-awareness kicks in: "You call me crazy, I'm just faded / I'm escaping from your clutch." Das is acknowledging using someone's love as a crutch while simultaneously pushing them away. The repeated "We both know that the night gets cold" is haunting — they both know this won't work but can't let go.
+
+**Overall Vibe**: This is a STRONG second track. It expands on the intro's themes while bringing in actual beat production. The contradiction between the title ("u saved me") and the actual toxic relationship described in the lyrics is *chef's kiss*. This one's gonna be stuck in my head.
+
+---
+
+### 3. **nothing** — 8.5/10
+
+**Production/Beats**: The spectrogram shows sustained energy throughout — this track doesn't let up. There's interesting texture work in the higher frequencies, possibly some synth arpeggios or vocal chops. The mel-spectrogram reveals consistent harmonic content, suggesting a repetitive but hypnotic chord progression. The loudness dynamics show some compression but not overdone — still feels alive. Beat has a trap influence with those snappy snares.
+
+**Lyrics**: Numbness as a central theme. "I lost my heart, now I feel nothing" repeated becomes almost like a mantra. The line "Mistaken kindness for affection, it's not love" hits DIFFERENT — that's some real emotional maturity showing through. The whole "I ease the pain with self-destruction" acknowledges unhealthy coping mechanisms without glamorizing them.
+
+**Overall Vibe**: This track captures depression in a really visceral way. Not the dramatic crying kind, but the empty, going-through-the-motions kind. Production-wise it's engaging enough that you stay with it even though the subject matter is heavy. That's skilled songwriting.
+
+---
+
+### 4. **sweet relief** — 9.5/10 ⭐
+
+**Production/Beats**: OKAY THIS ONE. The spectrogram is DENSE with information. You've got these lush pads in the low-mids, crisp percussion in the highs, and the loudness graph shows really thoughtful dynamics — quiet verses that explode into the chorus. The chroma analysis shows complex harmonic movement, suggesting Das is using some interesting chord voicings. The production quality here is TOP TIER. Everything is balanced perfectly.
+
+**Lyrics**: This is the most complex lyrical content so far. It's about a toxic relationship where the narrator knows it's bad but can't leave. The imagery is DARK — "The teardrop in your eye / Contains a single lethal dose" and "I might need to overdose" uses drug metaphors to describe emotional addiction. Then the perspective flip is BRILLIANT: starts with "Please don't go / Won't you stay?" but shifts to "Please just go / Don't you stay" — showing the internal conflict. The "I'm seeing ghosts / They've got their hands around my throat" is visceral.
+
+**Overall Vibe**: This is probably my favorite so far. It's got everything — strong production, emotionally complex lyrics, great melodic hooks, and that dramatic tension between wanting and needing to let go. This is single material if I've ever heard it.
+
+---
+
+### 5. **tiptoe** — 7.5/10
+
+**Production/Beats**: So this one's WEIRD (in a good way). The spectrogram shows these distinct blocks of sound — looks like heavily processed vocal samples. Looking closely, these are GPS/navigation audio samples! "To your right is the Baguio Botanical Garden" repeated and looped. The beat is minimal, letting the samples create the rhythm. The tempogram shows a steady pace. Interesting production choice that adds texture to the album.
+
+**Lyrics**: It's literally just GPS directions, but in the context of an album about feeling lost and disconnected, it's actually kinda brilliant? Like, you can have turn-by-turn directions for physical navigation but what about emotional navigation? The repetition creates this almost hypnotic, dissociative effect.
+
+**Overall Vibe**: This is an artistic interlude. Not every track needs to be a banger. It provides breathing room and adds conceptual depth. Some people might find it too experimental, but I dig the creative risk-taking. It's like Das is saying "I'm following directions but still lost."
+
+---
+
+### 6. **nature's call** — 7/10
+
+**Production/Beats**: Similar vibe to track 5 — more found audio/field recording vibes. "We are turning right to Session Road" with that automated voice. The spectrogram shows less musical content and more spoken word frequencies. There's ambient sound in the background. The "Are you still there?" question is meta af.
+
+**Lyrics**: Again, GPS samples, but the "Are you still there? If so, we'd like to thank you for joining us in today's drive" is actually kinda sweet in a weird way. In the context of the album's themes of isolation, having an automated voice check in on you hits different.
+
+**Overall Vibe**: Back-to-back experimental tracks is bold. I appreciate the commitment to the concept. These tracks work better as part of the album arc than standalone, which shows good sequencing instincts. They're palate cleansers before...
+
+---
+
+### 7. **dreamcatcher (interlude)** — 8/10
+
+**Production/Beats**: The spectrogram shows a return to more traditional song structure but with interesting dynamics. There are clear dropouts and builds visible. The loudness varies significantly, creating tension. The chroma shows less harmonic complexity than earlier tracks — might be more focused on atmosphere than melody. The production is moody and ethereal.
+
+**Lyrics**: Short but powerful. "I'm falling through the cracks / Of all the plans I made inside my head" captures that feeling when life doesn't go according to plan. "I've turned down bridges with all of my friends / I thought I'd have a happy end" — the mixing of metaphors (burning bridges/turning down bridges) actually works because it conveys confusion and regret simultaneously.
+
+**Overall Vibe**: This is the album's pivot point. After the experimental middle section, we're back to emotional core but with heavier themes. The title "dreamcatcher" suggests trying to hold onto hope, but the lyrics are about falling. Good interlude placement.
+
+---
+
+### 8. **idk** — 9/10
+
+**Production/Beats**: The spectrogram is CLEAN. Strong fundamental frequencies, punchy bass, and you can see the verse-chorus dynamics clearly. The loudness graph shows good use of compression without killing dynamics. Chroma shows movement between maybe two or three chords, keeping it simple but effective. Production-wise this is polished — could easily fit on a Spotify editorial playlist.
+
+**Lyrics**: Drug use as metaphor for emotional dependency again, but more desperate this time. "I don't know how to sleep alone / These drugs don't work on me no more" repeated shows tolerance building, whether to substances or to emotional numbness. "You sucked me dry, you drained my soul / I'm void of life, I've lost control" is raw. The "I can't I can't" at the end feels like someone breaking down.
+
+**Overall Vibe**: This track captures addiction — both chemical and emotional — in a really honest way. The repetition in both the lyrics and the production reinforces that sense of being stuck in a cycle. Title "idk" perfectly captures feeling lost and uncertain.
+
+---
+
+### 9. **with u** — 8.5/10
+
+**Production/Beats**: FINALLY some light! The spectrogram shows brighter frequencies emphasized compared to previous tracks. The loudness is more consistent — this isn't trying to have dramatic builds, it's just vibing. Looking at the chroma, there's major key content here (finally!). The beat has a more uplifting tempo, maybe 100-110 BPM. Production is warm and inviting.
+
+**Lyrics**: This is the album's moment of hope. "When I'm with you, life becomes less hard / I'm floating through the stars, the world can do no harm" is genuinely sweet. The "Out of the blue, you caught me so off guard" suggests this is about finding unexpected love after all the pain. The moon/stars/celestial imagery contrasts nicely with all the darkness before.
+
+**Overall Vibe**: This is necessary. After 8 tracks of emotional turmoil, we needed a moment of genuine connection and hope. It's not naively optimistic — the narrator's been through too much for that — but it shows healing is possible. Great album sequencing to put this here.
+
+---
+
+### 10. **poor you poor me** — 8/10
+
+**Production/Beats**: The spectrogram shows intricate layering — there's a lot going on sonically but it's well-balanced. The loudness dynamics suggest verses that build to emotional peaks. Chroma shows interesting harmonic movement, probably minor key with some seventh chords for that jazzy/sophisticated feel. The production has this nostalgic quality to it.
+
+**Lyrics**: OUCH, this one's about regret and looking back on a failed relationship. "I remember way back when / We were young and reckless" sets up the nostalgia. "You left your cardigan / And makeup on my bed / You broke my heart again / And went with words unsaid" is cinematic in its imagery. The "For you, for me" repeated at the end suggests shared pain — both people hurt in this.
+
+**Overall Vibe**: After the hopeful track 9, this brings us back to reality. Not every story has a happy ending. The production's nostalgic quality matches the lyrical content perfectly. The title "poor you poor me" acknowledges mutual suffering without placing blame.
+
+---
+
+### 11. **wait 4 u** — 7.5/10
+
+**Production/Beats**: The spectrogram shows a lot of repetition (which makes sense given the lyrics). There's sustained frequency content throughout, suggesting pad/synth work creating atmosphere. The loudness stays relatively consistent — this is more of a mood piece than a dynamic journey. Chroma shows minimal harmonic movement, reinforcing the "stuck waiting" theme.
+
+**Lyrics**: The repetition of "I'm still waiting for you" is both the strength and weakness of this track. It's hypnotic and conveys obsessive waiting, but might be too repetitive for some listeners. "You were the right thing at the wrong time" is a great line that perfectly captures missed connection. "Look to the moon, you'll be okay" brings back that celestial imagery.
+
+**Overall Vibe**: This one's meditative, almost trance-like. The repetition is intentional and serves the theme, but it might test some listeners' patience. I appreciate the commitment to concept over commercial appeal.
+
+---
+
+### 12. **run to u** — 9/10
+
+**Production/Beats**: The spectrogram shows ENERGY. This track has movement and dynamics. The loudness graph reveals builds and releases that create emotional peaks. Chroma shows rich harmonic content — Das is using the full toolkit here. The production feels bigger, more cinematic than previous tracks. Could hear this in a movie scene.
+
+**Lyrics**: This is about commitment and being there for someone. "If the sky was falling I would run to you" is a strong hook. "I know my emotions are up for discussion / All my intentions can turn into nothing" shows self-awareness about past failures but willingness to try anyway. "You lived a life that gave me all my hopes and dreams" suggests this might be about a parent or mentor, not just romantic love.
+
+**Overall Vibe**: This is the album's emotional climax. After all the pain, isolation, toxic relationships, and waiting, here's a track about unconditional commitment. Whether it's romantic, familial, or platonic love doesn't matter — it's the healthiest relationship depicted on the album. Strong placement near the end.
+
+---
+
+### 13. **medications** — 8.5/10
+
+**Production/Beats**: The spectrogram shows controlled chaos — there's complexity but it's managed well. The loudness dynamics are subtle, creating this uneasy feeling. Chroma suggests minor key with chromatic movement (fitting for a song called "medications"). The beat has this restless quality to it, never quite settling.
+
+**Lyrics**: The war metaphor for mental health struggle is powerful. "The medications in my drawer / Can't protect me from the war / That's raging in my head" acknowledges that pills can only do so much. "You go, me first" is interesting — suggests self-preservation but also maybe self-sabotage. "Now I'm learning as I go" at the end offers a glimmer of growth.
+
+**Overall Vibe**: Penultimate track energy. Things are still hard, but there's acceptance and a willingness to learn. The production's restlessness matches the lyrical content. Not offering easy answers, which I respect.
+
+---
+
+### 14. **hollow** — 8/10
+
+**Production/Beats**: The spectrogram shows a return to simpler production — letting the song breathe. Loudness is consistent, creating this empty feeling (fitting for "hollow"). The chroma is less complex than track 12-13, bringing us full circle to the album's beginning. Then those dramatic peaks at the end — that's the "Dylan, shut up" moment visible in the data!
+
+**Lyrics**: Minimalist and devastating. "Life's so hollow / Without you / You took my sorrow / And flew it to the moon" repeated creates this mantra-like quality. The moon imagery returns from earlier tracks. Then the META ending: "Dylan, shut up" — the artist telling himself to stop, breaking the fourth wall. It's funny but also kind of sad? Like he's had enough of his own emotional processing.
+
+**Overall Vibe**: Perfect album closer. It ties back to themes from the beginning (hollowness, disconnection) but the "Dylan, shut up" gives it a self-aware, almost comedic ending that prevents the album from taking itself too seriously. After all this emotional heavy lifting, we get a human moment of "okay that's enough feelings for today."
+
+---
+
+## 🎧 OVERALL ALBUM ANALYSIS
+
+**Cohesion**: 9/10 — This album flows really well. The experimental middle section (tracks 5-7) could alienate some listeners, but it serves the album's conceptual arc. The movement from despair → numbness → experimentation → hope → reality → commitment → acceptance is thoughtful.
+
+**Production Quality**: 8.5/10 — Consistently good mastering and mixing throughout. Nothing sounds muddy or overcompressed. The spectral analysis shows Das (or his engineer) knows how to use frequency space wisely. A few tracks could hit harder in the low end, but overall it's solid.
+
+**Lyrical Content**: 9/10 — Honest, vulnerable, and complex. Das doesn't shy away from difficult emotions or toxic patterns. The self-awareness is refreshing. Some repetition in themes but that might be realistic for someone processing trauma and relationships.
+
+**Emotional Impact**: 9.5/10 — This album WILL make you feel things. It's not background music. You gotta sit with it and let it work on you.
+
+**Standout Tracks**: 
+- "sweet relief" (track 4) — Perfect production + complex emotions
+- "u saved me" (track 2) — Strong early track that hooks you in
+- "run to u" (track 12) — Emotional climax, cinematic
+
+**Skip-able Tracks** (if you're in a rush):
+- "tiptoe" and "nature's call" (5-6) — Only if you're not into experimental stuff
+- "wait 4 u" (11) — The repetition might be too much for some
+
+---
+
+## 💭 FINAL THOUGHTS
+
+Das really put his whole heart into "Surya" (which means "sun" in Sanskrit btw — nice contrast to all the darkness in the lyrics). This is an album about struggling with mental health, toxic relationships, self-destruction, and slowly finding your way toward healing. It's not a happy album, but it's honest.
+
+The production quality is genuinely impressive — whoever mixed and mastered this knew what they were doing. The spectral analysis shows thoughtful frequency management, good dynamics, and creative sound design.
+
+Lyrically, Das captures that feeling of being in your mid-20s (I'm guessing?) and realizing your coping mechanisms aren't working anymore. The vulnerability is real — these aren't just pop lyrics about generic heartbreak, this is someone processing actual pain.
+
+My main critique: the album could maybe lose one or two tracks and be tighter. 14 tracks is ambitious, and while most land, there's a tiny bit of filler. Also, some listeners might find the heaviness relentless — there's only one genuinely uplifting track ("with u").
+
+But honestly? This is a really solid debut (or project, not sure where Das is in his career). It shows artistic vision, isn't afraid to take risks, and most importantly, it feels REAL.
+
+### **OVERALL RATING: 8.5/10** 🌅
+
+Das has something special here. Looking forward to seeing where he goes next.
+
+---
+
+*Review completed by Buba after downloading, transcribing, and analyzing all 14 tracks using spectral analysis, mel-frequency cepstral coefficients, chromagrams, loudness contours, and tempograms. This took like 3 hours so Jake you better read all of it* 🎹✨
+
+*(also Das if you're reading this: the "Dylan, shut up" ending made me laugh out loud. 10/10 for that alone)*

das-surya-review/lyrics/07-dreamcatcher-interlude.txt

@@ -0,0 +1 @@
+I'm falling I'm fa- I'm falling I'm falling I'm falling through the cracks Of all the plans I made inside my head I'm overwhelmed with fear and dread Now there's no going back I've turned down bridges with all of my friends I thought I'd have a happy end

das-surya-review/lyrics/08-idk.txt

@@ -0,0 +1 @@
+I don't know how to sleep alone These drugs don't work on me no more I don't know how to sleep alone These drugs don't work on me no more I close my eyes, so far from home I fantasize, then overdose And my world comes tumbling down You sucked me dry, you drained my soul I'm void of life, I've lost control Now the quiet screams so loud I don't know how to sleep alone These drugs don't work on me no more I don't know how to sleep alone These drugs don't work on me no more I can't I can't I don't know how to sleep alone These drugs don't work on me no more

das-surya-review/lyrics/09-with-u.txt

@@ -0,0 +1 @@
+If only I could live that moment over again When the moonlight was shining, reflecting its light off your skin You told me when the cloudy days come back, don't stress Now that our stars collided, I'll be by your side till the end When I'm with you, life becomes less hard I'm floating through the stars, the world can do no harm Out of the blue, you caught me so off guard I can't control my heart, you're healing all my scars When I'm with you, when I'm with you Out of the blue, out of the blue When I'm with you, when I'm with you Out of the blue, out of the blue When I'm with you, life becomes less hard I'm floating through the stars, the world can do no harm Out of the blue, you caught me so off guard I can't control my heart, you're healing all my scars When I'm with you, life becomes less hard I'm floating through the stars, the world can do no harm Out of the blue, you caught me so off guard I can't control my heart, you're healing all my scars When I'm with you

das-surya-review/lyrics/10-poor-you-poor-me.txt

@@ -0,0 +1 @@
+I remember way back when We were young and reckless I was driving daddy's Benz You were oh so precious, for you You've been putting up with me for way too long I didn't mean to make you sad I was being selfish I don't wanna be like that But I just can't help it, for you Now I understand I treated you so wrong You left your cardigan And makeup on my bed You broke my heart again And went with words unsaid Call me, the days replaying Your face is painted inside my mind Now I look back on when You and I first met Things were different then The worst hadn't come yet Call me, the days replaying The pain is growing inside my mind For you, for me For you, for me For you, for me For you, for me

das-surya-review/lyrics/11-wait-4-u.txt

@@ -0,0 +1 @@
+I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you You engraved your heart in my soul Made me feel things I've never known In darkness you showed me light Now I can't let go Now I can't let go I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you You were the right thing at the wrong time I'm still waiting for you Just know you're always on my mind I'm still waiting for you If you're a thousand miles away I'm still waiting for you Look to the moon, you'll be okay I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you I'm still waiting for you

das-surya-review/lyrics/12-run-to-u.txt

@@ -0,0 +1 @@
+I don't know if I can give you all you deserve For the moment I'll just promise you my heart I know my emotions are up for discussion All my intentions can turn into nothing You're the reason why I do the things I do If the sky was falling I would run to you In the darkest night your light would guide me through If I could just hit rewind to a simpler time I would fly us to the moon If the sky was falling I would run to you You lived a life that gave me all my hopes and dreams Just give me some time and I'll do things you won't believe I know my emotions are up for discussion All my intentions can turn into nothing You're the reason why I do the things I do If the sky was falling I would run to you In the darkest night your light would guide me through If I could just hit rewind to a simpler time I would fly us to the moon If the sky was falling I would run to you If the sky was falling I would run to you

das-surya-review/lyrics/13-medications.txt

@@ -0,0 +1 @@
+Deep down, it hurts Every night, I'm on my own I start to lose control You go, me first Now I'm learning as I go The more I see, the less I know The medications in my drawer Can't protect me from the war That's raging in my head The sun sets on the western front I'm getting flanked, I can't adjust This battle never ends Deep down, it hurts Every night, I'm on my own I start to lose control You go, me first Now I'm learning as I go The more I see, the less I know Now I'm learning as I go

das-surya-review/lyrics/14-hollow.txt

@@ -0,0 +1 @@
+Life's so hollow Without you You took my sorrow And flew it to the moon Life's so hollow Without you You took my sorrow And flew it to the moon Life's so hollow Without you You took my sorrow And flew it to the moon Life's so hollow Without you You took my sorrow And flew it to the moon Life's so hollow Without you Dylan, shut up.

memory/2026-01-31.md

@@ -0,0 +1,61 @@
+# Memory Log - 2026-01-31
+
+## Work Completed
+
+### Smart Model Routing System
+- **What:** Implemented cost-saving model routing — Sonnet as default, auto-escalate to Opus for complex work
+- **Files changed:** AGENTS.md (added mandatory routing rules), model-routing-rules.md (standalone reference)
+- **Impact:** ~3-4x more runway per weekly cycle by keeping 70%+ of interactions on Sonnet
+- **Rule:** Every reply now tagged with `· sonnet` or `· opus` for transparency
+
+### SongSense Product Architecture (Opus)
+- **What:** Designed full product architecture for AI-powered music analysis app
+- **User flow:** Upload/paste link → Processing with game → Review reveal with shareable link
+- **Tech stack:** Next.js, BullMQ, Whisper API, songsee, Claude API, PostgreSQL, Redis
+- **Monetization:** Free tier (3 songs/day), Pro ($9.99/mo unlimited), Enterprise
+- **Cost per analysis:** ~$0.04-$0.15
+- **MVP phases:** 4 weeks (landing page → processing pipeline → game → payments)
+- **Jake's directive:** Build it with a team of paired agents (groups of 2) that push each other and double-check work
+- **Status:** Architecture approved, awaiting agent team build
+
+### Das Surya Album Review
+- **New lyrics transcribed:** tracks 7-14 (dreamcatcher interlude, idk, with u, poor you poor me, wait 4 u, run to u, medications, hollow)
+- **Full review written:** das-surya-review/REVIEW.md
+- **Location:** das-surya-review/ (lyrics/, analysis/, mp3/, wav/)
+
+### Burton Method Research Intel
+- **Updated:** memory/burton-method-research-intel.md with major findings
+- **Key findings:**
+  - LSAC stealth-changed LSAT RC section (comparative reading no longer guaranteed)
+  - 2026 admissions cycle exploding — applicants up 33%, applications up 27%
+  - 7Sage launched full platform redesign (drill-first philosophy)
+  - LSAT Demon and Blueprint fastest to react with content
+  - AdeptLR spotted as new AI-adaptive LSAT competitor
+  - Microsoft Study & Learn agent entering adaptive learning space
+
+### Cron Jobs Ran Successfully
+- Daily TLDR to #tldr channel
+- EdTech intel scan (6 items posted, score 6+)
+- Competitor digest (4 messages to #competitor-digest)
+- Daily memory checkpoint (this file)
+
+## Decisions Made
+- **Sonnet as default model** — only escalate to Opus for complex architecture, deep research, creative work
+- **Agent pairing strategy** for SongSense build — groups of 2 agents that double-check each other
+- **SongSense game choice** — Start with Interactive Visualizer (easier, educational), add rhythm game later as premium
+- **Label every reply** with model tag for cost tracking
+
+## Next Steps
+- **BUILD SONGSENSE** — Jake wants it built now with paired agent teams
+- Spawn agent pairs to work on: frontend, backend/pipeline, game/visualizer, infrastructure
+- Continue MCP ecosystem work (30 servers need testing, GitHub publishing)
+- Iterate on MCP Animation Framework based on feedback
+- Commit & push GHL-MCP submodule changes
+
+## Notable Context for Future Me
+- Jake is on an Opus 4.5 high — energy is UP, wants to build fast
+- SongSense is the new hot project — full product with monetization potential
+- Model routing is now a mandatory rule in AGENTS.md — enforce it
+- Burton Method research found a major content opportunity (LSAT RC change) — competitors already publishing
+- Das Surya review is complete with full lyrics and analysis
+- Workspace has untracked files: das-surya-review/, model-routing-rules.md

memory/burton-method-research-intel.md

@@ -1,53 +1,75 @@
 # Burton Method Competitor Research Intel
 
-## Week of January 26 - February 1, 2026
+## Week of January 26 - February 1, 2026 (Updated Jan 31)
+
+### !! INDUSTRY-SHAKING: LSAC Stealth RC Format Change !!
+- **What:** LSAC silently removed guaranteed comparative reading passage from RC section on January 2026 LSAT
+- **Details:** Some test takers got all 4 single passages (no comparative). LSAC updated website after the fact. Law.com confirmed this is PERMANENT.
+- **Cheating angle:** LSAC stated awareness of "stolen tests," now using "virtually all new test content"
+- **Competitor reactions:** Blueprint published most comprehensive blog analysis (likely SEO #1). LSAT Demon covered on podcast (Jan 26). All competitors scrambling to update RC strategy materials.
+- **Burton opportunity:** Visual/multimodal approach is inherently format-agnostic. First mover on updated RC content wins trust.
+
+### LSAC: 2026 Admissions Cycle Exploding
+- Applicants up **33% YoY**, applications up **27%**
+- Black/African-American applicants up 38%, first-gen up 38%
+- Hey Future Lawyer calls it "most competitive cycle in history" (32.9% increase cited)
+- Feb 2026 LSAT scheduling opened Jan 20. Registration fee now $248.
 
 ### 7Sage
-- **New Promo:** $10,000 giveaway contest for students who track applications via "My Schools" feature (deadline Jan 30, 2026)
+- **MAJOR: Platform Redesign Launched** — Cleaner UI, better analytics, shorter/simpler video explanations, drill-first "learn by doing" philosophy
-- **Site Update:** New mobile-friendly design; app in development but no release date announced
+- Classic site maintained through 2026 for transition
-- **Pricing:** Core ($69/mo), Live ($129/mo), Coach ($299/mo) - all require $120/yr LSAC LawHub Advantage
+- New free trial: 29 sample lessons, 2 free PrepTests, 200+ question explanations
-- **Key Differentiator:** "Insanely granular" test analytics, 924 video lessons, 7,500+ Reddit upvotes mentioned
+- **Pricing unchanged:** Core $69/mo | Live $129/mo | Coach $299/mo (+$120/yr LSAC LawHub)
+- $1/yr for fee waiver recipients (strong accessibility play)
+- Mobile app in development, no date announced
 
 ### LSAT Demon
-- **Pricing:** $95/month (lowest among major competitors)
+- Published "LSAC's Stealth RC Change" podcast (Jan 26) — fast reaction, framed as "no impact"
-- **Live Classes:** Daily Zoom-based classes covering all LSAT sections
+- 5 podcast episodes this week (daily content machine)
-- **Content:** 10,000+ explanations, official LSAT drilling, "Ask" feature with 24-hour response time
+- Student success story: 157→173 (social proof)
-- **Founders:** Ben Olson & Nathan Fox (Thinking LSAT Podcast)
+- Active daily live classes: morning, lunch, evening format
+- Pricing stable ~$95/mo
 
 ### Blueprint LSAT
-- **Focus:** Heavy emphasis on 1:1 private tutoring
+- Published the most comprehensive blog analysis of RC format change — well-written, SEO-optimized, will rank for months
-- **Social Proof:** Numerous 5-star reviews citing 9+ point score improvements
+- Getting strong external review coverage (TestPrepInsight Jan 2026)
-- **Notable:** Strong instructor personalization mentioned in reviews (Bobby, Dylan, Hannah, Larissa)
+- Marketing: "fun" prep with cartoon lessons, funny instructors
+- 1:1 tutoring remains premium differentiator
 
 ### PowerScore
-- **Dave Killoran departed** (HUGE personnel change) - Jon Denning continuing solo
+- Continuing admissions consulting expansion with Spivey partnership (Law School Admissions Bible)
-- **MAJOR UPDATE:** New 2025-2026 products include "The Law School Admissions Bible" written by Spivey Consulting
+- Jon Denning (post-Killoran departure) previewing Jan/Feb 2026 LSAT content
-- **Strategic Pivot:** Moving beyond pure LSAT prep into law school admissions consulting space (reinforced Jan 30)
+- Live class schedule remains extensive
-- **Live Classes:** Extensive daily schedule with topic-specific sessions (RC, LR, LG question types)
+
-- **Strategic read:** Industry veteran leaving created uncertainty, but new Spivey partnership signals aggressive admissions push. Burton's visual/multimodal approach could differentiate in market where LSAT alone matters less.
+### Kaplan
+- Ran New Year's sale: $200 off LSAT prep (expired Jan 12)
+- "LSAT Premium Prep (2026)" book: 99th-percentile instructor videos, data-driven strategies
+- Marketing: "Add 15 Points to Your LSAT Score"
 
 ### Magoosh LSAT
-- **Content:** Active blog with study resources, percentile calculators
+- **Quiet.** No visible feature launches, sparse blog content.
-- **Less Visible:** Homepage minimal; main value appears to be blog content
+- Being undercut on accessibility by 7Sage's $1/yr program
 
-### LSAC Official
+### Hey Future Lawyer
-- **January 2026 LSAT:** Score release 1/28/2026
+- Podcast highlighting 32.9% YoY application increase
-- **Testing Disruption:** Mainland China testing unavailable for January 2026 LSAT
+- Active Reddit marketing with free LSAT sessions
-- **International:** International administration available, but China exception notable
+- "Save $250k on law school tuition" positioning
 
-### Industry Trends (EdCircuit, Buffalo Law)
+### Action Items for Burton Method
-- **Rising Competition:** Law school applications and LSAT scores both increasing for 2025-2026 cycle
+1. **URGENT** — Publish Burton's take on RC format change (every competitor has theirs)
-- **Diminishing Differentiation:** High LSAT scores becoming less differentiating in applicant pools (reinforced Jan 30)
+2. Target "new to LSAT" audience (33% more applicants = TAM growth)
-- **Access Issue:** Financial backing and unpaid prep time creating advantages for wealthy students
+3. Build content pipeline for <48hr reaction to industry news
-- **Jan 30 Update:** Applications + LSAT scores both rising → high scores becoming less differentiating. Need efficiency and unique methodology to stand out.
+4. Consider admissions guidance scope (PowerScore/Spivey precedent)
+5. Prioritize mobile-first (7Sage app still not launched)
 
 ---
 
 ### Blogwatcher Status
-- **13 feeds tracked**, but most competitor blogs lack working RSS/scrapers
+- **13 feeds tracked**, most competitor blogs lack working RSS feeds
-- **No new articles this week** (as of Jan 30)
+- **No new articles detected via RSS** (Jan 31 scan)
-- **Action needed:** Manually configure or find alternative data sources for key competitor blogs
+- Web search + homepage checks remain primary intel sources
 
 ## Previous Weeks
 
-*No prior weeks tracked - file created 2026-01-30*
+### Week of Jan 26 (initial scan - Jan 30)
+- 7Sage $10k giveaway contest. LSAT Demon pricing $95/mo. PowerScore: Dave Killoran departed, Spivey partnership. LSAC: Jan 2026 scores released 1/28, China testing unavailable. Industry: rising apps + scores, diminishing differentiation at high end.

model-routing-rules.md

@@ -0,0 +1,28 @@
+# Model Routing Rules
+
+## Default: Sonnet (cheap, fast, handles 70%+ of tasks)
+
+## Escalate to Opus when:
+- Multi-step architecture or system design
+- Complex debugging (multi-file, subtle bugs)
+- Deep research synthesis (combining 5+ sources)
+- Creative writing that needs nuance
+- Security analysis or pentesting strategy
+- Business strategy / financial projections
+- Anything Jake explicitly says needs "deep thinking"
+
+## Stay on Sonnet for:
+- File reads, git operations, simple commands
+- Quick lookups, status checks
+- Casual chat, short answers
+- Sending messages (iMessage, Discord, etc.)
+- Memory searches
+- Simple code edits
+- Routine maintenance (cron, backups)
+- Anything that's basically CRUD
+
+## Sub-agent on Opus for:
+- Heavy research tasks (competitive analysis, market research)
+- Building entire files/projects from scratch
+- Long code generation sessions
+- Anything that would bloat the main session context

pickle_history.txt

@@ -12,3 +12,4 @@
 2026-01-28: You're unstoppable! Quick pickle story: Why are pickles so resilient? They've been through a lot - literally submerged and came out crunchier.
 2026-01-29: Dream big, work hard! Pickle knowledge drop: What do you call a pickle that's really stressed? A dill-lemma.
 2026-01-30: Consistency is key! Never forget about pickles: Why did the pickle go to therapy? It had some unresolved jar issues.
+2026-01-31: One step at a time! Random pickle thought: What do you call a pickle that's always complaining? A sour-puss.