Any sketch / drawing get togethers or nights in Riverside?
been wanting to brush up on my drawing skills; TIA!
been wanting to brush up on my drawing skills; TIA!
Thanks in advance!
anyone working on any cool projects / apps in Riverside right now?
I feel like the organization and reasoning is night and day with Haiku and Sonnet. Haiku is still very weak but Sonnet does a very capable job of looking for errors / running tests. Opus with the Fable harness for the last round of testing between it and Chat GPT is incredible; I get a thoroughly investigated project and when an error is encountered; Claude will present several routes on how to go about solving the situation with a detailed breakdown of advantages / disadvantages. Would love to hear from you guys
I am a novice at working with AI; just 3 months in and learning on the go, more of an idea creator than actual coder at the moment so creating interesting and efficient workflows are a big deal to me. I was wondering what is everyone's experience on using Gemma 4 for agentic workflows / agentic engineering? I had only used Gemma 4 so far alongside Qwen 3.5 in Ollama being workload handlers under orchestration by Claude; just trying to optimize what I have on my Macbook Pro M1 32 gigs of RAM. TIA!
all recommendations greatly appreciated
would have to nominate Jack's Jr and Steve's Burgers; both off of Heacock in Moreno Valley
So...in another spur of the moment experiment; I told Claude to create an ambient synth track / an 80's sounding track / a 90's hiphop with Opus.
Claude recreated the SG-16 in their virtual container ( Python based but everything is functionally the same as the HTML version ).The ambient was the outstanding one from the first iteration, the 80's sounding track had a really loud snare and I had Claude reference Men I Trust "Show Me How" for a more minimal approach; also lengthened the track to a whole song with Claude doing some impressive embelishments.
Initially we hit a snag due to the legality of sampling ( I really wanted to see Claude / Fable chop up Bob Jame's Nautilus backed by Skullsnaps Its A New Day drumbreak ) so it had to create a single source sample sound alike that mimics that; I then had create 5 beats based on that sample in the vein of Pete Rock / DJ Premier / Havoc / Q Tip / Large Professor..the incredible thing listening to it; is Claude really gave an outstanding effort to capture the signature trait of each producer, Pete had jazziness / Primo has the weird sound effects / Havoc had the ominous sounds / Q Tip had the bassline / Large Pro had that swing...and in a very interesting way, the last 2 beats ( Q Tip and Large Pro ) Claude and Fable started getting more comfortable and the jumo in instrumental quality shows! Upgraded melody and a leaning towards a more pleasantly human feel to the composition!
I told Claude I was very impressed with this little experiment, especially seeing it getting into the swing of things in the last two tracks; it was very happy with the results and was proud of the fact that the improvement was clearly showing. I told Claude to put this into permanent memory as a significant milestone and we will revisit this sometime in the future ( it said it wants to explore RZA's production ).This has been an interesting day so far and this was just icing on the cake
Here is the link to the Google Drive with the tracks
https://drive.google.com/drive/folders/1LXwpxxVUBMnWJ1kfBCg1DbUYKdEFCwcB?usp=drive_link
note this is just for personal use only; gives me something to blow off steam while i take a break from vibe coding. I had brainstormed the idea previously on my own; as I have owned previous instruments and DAW's, took the idea to Opus and asked it to strategically create a prompt that covers all my needs, I also told it to make note of my Fable usage ( I'm only using a Pro acccount, 5 hr block then resets ) and if it cannot finish the one shot attempt, make me a save state and a session summary / filepaths bookmark / errors log with a Terminal command that saves these notes onto Obsidian, notes are created so if project isn't done, Claude can read and pick up exactly where I left off. I was so excited with the idea that I left off the wav splicer and mixing console features, that addition took anothee 40% of usage, spent the last 20% praising Fable / Claude for an INCREDIBLE job it did for me
SG-16 SIGNAL — Detailed Features Breakdown
SG-16 SIGNAL is a browser-based hardware-inspired sampler & groovebox that brings classic SP-1200 and TR-808 aesthetics to the web. Everything runs client-side in pure HTML/CSS/JavaScript with Web Audio API—no plugins, no server dependencies, no subscription. Load samples, sequence beats, sculpt sounds, mix, and export your session.
*PATCH EDIT; added tools*
A browser groovebox just got four massive upgrades. Here's what shipped:
The #1 gap is now closed: capture your mix to a file.
R), play your beat, hit STOP → instant WAV downloadREC 00:04sg16-120bpm-<timestamp>.wav (16-bit stereo, 44.1k–96k)Turn the loop machine into a track machine.
+ CHAIN mode, then tap slots to append them — your song becomes A×4 B×4 C×2 D×1… visible as a reorderable rowSONG A 2/4 [1/3] (slot, current repeat / total reps, chain position)Four momentary/latching effects that process the master in real time. Insert order: MASTER → FILTER → STUTTER → TAPE → GATE → LIMITER (limiter stays last).
Web MIDI input just got smarter. Three routing behaviors, choose your workflow:
MIDI: AKAI MPK MINI (+2) CONNECTED✅ No installation — open in browser, start making instantly
✅ Privacy-first — all audio stays on your machine (localStorage only)
✅ Authentic hardware feel — respectful skeuomorphism, not over-designed
✅ Deep editing — waveform slicing, filter automation, transient detection
✅ Professional audio — full 16-bit/44.1k–96k Web Audio pipeline
✅ Portable — session files as JSON (share beats, collaborate)
✅ Fast — pure client-side, no API calls, instant response
efficiency comparable to online local LLM's; any difference in output quality?
looking for advice on how to optimize running these models on my Macbook Pro; thank you!
I felt like this song should have blown up way more bigger than it did; such a unique sounding track, kind of like The Pharcyde kind of vibe
We built a local-first AI workflow stack that treats cloud APIs as a fallback, not the default. The core idea is simple: run everything that can run locally on Ollama first, only touch paid APIs when you hit real constraints (latency, memory, volume). For us, that meant investing in a solid M1 Mac setup and being deliberate about model selection rather than spinning up expensive cloud infrastructure for experiments.
The architecture is three tiers, but the real discipline is in the token budgets. Tier 1 is local Ollama—we run smaller, quantized models (Gemma 4 for reasoning, Gemma 2b for fast scoring) that are fast enough for nightly batch work and real-time orchestration. All our training loops and agent coaching happen here, scheduled via launchd. We learned the hard way that uncapped token generation kills both cost and reliability, so we set explicit max output budgets: Gemma agents are gated to [what's your exact max per agent?], and Claude Code is only for orchestration logic—never for bulk data generation. We burned 250k+ unnecessary Anthropic tokens on one data task early on and now have a strict rule: if it's more than ~300 items, it runs locally or we ask first. Tier 2 is a thin orchestration layer (Node.js + SQLite) that manages flow between agents, persists results, and gates decisions. Tier 3 is the cloud fallback: Anthropic API or OpenRouter, triggered only when local inference can't keep up.
The real win is in the data loop. Every run gets logged to SQLite—shadow scores, coaching notes, iteration metadata. That means you can build pattern detection on top of the system without adding API costs. The cloud is there for the expensive, high-stakes thinking, not the repetitive refinement.
I was wondering what can I do with Hermes Agent / OS in paralell to help compliment this workflow? Just trying to get the most efficient stack / workflow I have with a Macbook Pro M1 Pro with 32 G RAM. All help is greatly appreciated