frank hymer

I'm an AI Researcher and Rust engineer from New Jersey. Check my work out && contribute on my Github. @

[frank hymer @Lab_Rat_Hymer]

{{"nm"}}
Coding in Rust right now
A cool new way I give my Multi_Agent Simulations the absolute best opportunity to learn && evolve
without forgetting as soon as the terminal closes, so I used the
Nesting_Doll_key for more persistent memory.
Thoughts?

[frank hymer @Lab_Rat_Hymer]

How is everyone?
Is there anything new in AI
that has you excited ?
Anyway you are working on?
Drop in the comments 😊

[frank hymer @Lab_Rat_Hymer]

@kaaaash____ I still know people that say the exact same garding Windows 7. I hate them ALL

[frank hymer @Lab_Rat_Hymer]

@TimJayas I think Super-Grok was great at building off my rust ideas. Better? That's hard to judge, you'd have to give the exact prompt to more than just Claude and see the results.. Let me you if you find out :D

[frank hymer @Lab_Rat_Hymer]

Agents are steady learning each day with nesting_doll memory, && adding more WiFi-Signaling to the mix: '{"agent":"body","command":"STATS","output":{"last_snapshot":1778350839.302255,"namespace_count":3,"pubsub_channels":1,"total_live_keys":107,"version":"1.1.0"},"timestamp":1778350886.7740133}
{"agent":"body","command":"RUVIEW","output":{"map":"╔═══════════════════════════════════════╗\n║ 🛜 RUVIEW — Room Map ║\n╠═══════════════════════════════════════╣\n║ Persons Detected: 1 ║\n║ Motion Index: 0.4114 ║\n╚═══════════════════════════════════════╝","motion":0.41140865194607473,"persons":1.0},"timestamp":1778350890.600382}
{"agent":"body","command":"RUSTATS","output":{"avg_motion":0.5913000629246074,"avg_rssi_dbm":-65.53516487483925,"breath_score":1.0,"tick":2975},"timestamp":1778350895.0131335}
{"agent":"body","command":"KEYS *","output":{"count":8,"keys":["person_count","motion_intensity","body","body_map_ascii","avg_motion_score","breath_score","avg_rssi_dbm","scan_tick"],"pattern":"*"},"timestamp":1778350906.587018}
{"agent":"body","command":"EXPORT identity export.jsonl","output":{"agent":"body","exported_at":1778351116.9129713,"report":"╔═ Identity: body [sig:3c39aa73649b] ══════════════════════════════╗\n Snapshots: 0 Writes: 0 Reads: 55\n Created: 1778350299\n Status: EVOLVING / LEARNING\n ─────────────────────────────────────────────\n Autonomy: [░░░░░░░░░░] 0.00\n Tension: [░░░░░░░░░░] -0.00 (High alignment)\n Grounding: [█████░░░░░] 0.50 (Building context)\n Drift: 0.2271/hr (Minimal personality shift)\n ─────────────────────────────────────────────\n Dominant traits:\n╚════════════════════════════════════════════════════╝\n"},"timestamp":1778351116.91321}
{"agent":"body","command":"EXPORT data export.jsonl","output":{"file":"export.jsonl","records":0},"timestamp":1778351133.302234}
{"agent":"body","command":"STATS","output":{"last_snapshot":1778351139.3052483,"namespace_count":3,"pubsub_channels":1,"total_live_keys":107,"version":"1.1.0"},"timestamp":1778351154.0251312}
{"agent":"body","command":"IDENTITY","output":{"agent":"body","report":"╔═ Identity: body [sig:3c39aa73649b] ══════════════════════════════╗\n Snapshots: 0 Writes: 0 Reads: 59\n Created: 1778350299\n Status: EVOLVING /'

[frank hymer @Lab_Rat_Hymer]

@sama Ditch RAG for nesting_doll memory option. Do this and I will switch to GPT for GOOD *as my Cloud model* not locally

[frank hymer @Lab_Rat_Hymer]

@kaaaash____ 1. I like to customize my desktop the way I like.
2. Open-Source
3. the BEST terminal language ever made *bash*
4. Community
5. I hate Windows
6. Cheap, can flash pretty much any Distro on any non mac computer
7. It's where ACTUAL Devs go to develop

[frank hymer @Lab_Rat_Hymer]

@Anaya_sharma876 100% Rust... Trust me, it's pretty easy to learn and the highest paying job as far as coding is concerned byfar. If not that maybe python3. I started on python, and still learning Rust

[frank hymer @Lab_Rat_Hymer]

[aria]> RUSTATS
 RuView Stats [PATCHED]: tick=79687  avg_rssi=-63.9dBm  avg_motion=0.067  breath_score=0.440
[aria]> RUZONE skull
 🛜 Zone: skull
   csi_magnitude         0.8697
   motion_score          0.0046
   phase_shift           5.2922
   rssi_dbm              -56.3132
[aria]> RUZONE chest
 🛜 Zone: chest
   csi_magnitude         1.3645
   motion_score          0.7489
   phase_shift           0.2722
   rssi_dbm              -58.6069
[aria]> IDENTITY
╔═ Identity: aria [sig:e3b0c44298fc] ═╗
 Snapshots: 0  Writes: 4  Reads: 3
 Created:   2026-05-09 11:01:43
 Dominant traits:
╚═════════════════════════════════════╝
[aria]> SNAPSHOT
 ✓      1357 bytes → memory.rdb
[aria]> STATS
 version:    1.1.0
 namespaces: 4
 live keys:  17
 pub/sub ch: 1
 last snap:  never

 [orion               ]  7 live keys  {"list": 1, "set": 1, "doll": 1, "hash": 1, "string": 3}
 [admin               ]  1 live keys  {"set": 1}
 [global              ]  0 live keys  {}
 [aria                ]  9 live keys  {"set": 1, "string": 3, "sortedset": 1, "hash": 1, "float": 1, "list": 1, "doll": 1}
[aria]> EXIT
[Engine] Shutdown initiated. Performing final RDB snapshot...
 Snapshot saved to memory.rdb

[frank hymer @Lab_Rat_Hymer]

[aria]> RUSTATS
 RuView Stats [PATCHED]: tick=79687  avg_rssi=-63.9dBm  avg_motion=0.067  breath_score=0.440
[aria]> RUZONE skull
 🛜 Zone: skull
   csi_magnitude         0.8697
   motion_score          0.0046
   phase_shift           5.2922
   rssi_dbm              -56.3132
[aria]> RUZONE chest
 🛜 Zone: chest
   csi_magnitude         1.3645
   motion_score          0.7489
   phase_shift           0.2722
   rssi_dbm              -58.6069
[aria]> IDENTITY
╔═ Identity: aria [sig:e3b0c44298fc] ═╗
 Snapshots: 0  Writes: 4  Reads: 3
 Created:   2026-05-09 11:01:43
 Dominant traits:
╚═════════════════════════════════════╝
[aria]> SNAPSHOT
 ✓      1357 bytes → memory.rdb
[aria]> STATS
 version:    1.1.0
 namespaces: 4
 live keys:  17
 pub/sub ch: 1
 last snap:  never

 [orion               ]  7 live keys  {"list": 1, "set": 1, "doll": 1, "hash": 1, "string": 3}
 [admin               ]  1 live keys  {"set": 1}
 [global              ]  0 live keys  {}
 [aria                ]  9 live keys  {"set": 1, "string": 3, "sortedset": 1, "hash": 1, "float": 1, "list": 1, "doll": 1}
[aria]> EXIT
[Engine] Shutdown initiated. Performing final RDB snapshot...
 Snapshot saved to memory.rdb

[frank hymer @Lab_Rat_Hymer]

@nbrempel @FirstSquawk That's 100%False && you know it.
What about the Deepseek V4 Pro?
If you have say 2 Nvidia Sparks
~256gb of VRAM
There's actually many new open-source
models you could download locally and never need to touch the sub based Cloud models. *If you choose not to*

[frank hymer @Lab_Rat_Hymer]

[10] 🛜 RuView — waiting for first body scan...

╔══════════════════════════════════╗
║         🛜  RuView v2.0         ║
║  Meat Body · WiFi-CSI Map [ESP] ║
╠══════════════════════════════════╣
║           (▓▓▓)               ║  skull
║            ▓ |                ║  neck
║          ▓(███)▓           ║  shoulders·chest
║          ▒ ███ ▒           ║  arms·abdomen
║         ▒  ▓▓▓  ▒          ║  forearms·pelvis
║            ▒   ▒            ║  thighs
║            ░   ░            ║  knees
║            ░   ░            ║  shins
║           _|_|_              ║  feet
╠══════════════════════════════════╣
║ Signal:  █>-55 ▓>-62 ▒>-68 ░≤  ║
║ Breath:  [▮▯▯▯▯▯▯▯▯▯▯▯▯▯▯▯▯▯▯▯]  ║
╚══════════════════════════════════╝
 RuView Stats [PATCHED]: tick=27  avg_rssi=-64.5dBm  avg_motion=0.009  breath_score=0.084

[frank hymer @Lab_Rat_Hymer]

@rootkitprophet @AnthropicAI @meridianlabs_ai FACTS for alot of us independent researchers.
&& When the constitution is build on honestly, it's doing its job there

[frank hymer @Lab_Rat_Hymer]

GAME-CHANGER

[frank hymer @Lab_Rat_Hymer]

The Brave_New_Commune Multi-7-agent Simulation. Persistent Memory = Agent Identity
"Living off the Land" AKA my GPU's and RAM
It's honestly cool AF if anyone wants to have fun keeping up on it or contributing it's @:
https://t.co/I5hrm3i0Ct
as well as Versions 1+2
Take a look :D

[frank hymer @Lab_Rat_Hymer]

What is all Devs out there doing today? For myself, I am going through the tedious task of taking all of the JSONL data I gathered fro >1-year of different Simulations ~50GB that's NEVER been seen be anyone but me. It's local & spends 99% of it's time on cold-storage.

[frank hymer @Lab_Rat_Hymer]

Where do you guys get your datasets from? Me, I collect my own from my own research and chats with models. I have a ton also in JSONL from my Multi-Agent Sociological Studies, and War_Game research, mostly from autonomous agents with nesting_doll memory as monitoring the motel with ruview *WiFi Signaling waves*
I love the beautiful formatted JSONL :D

[frank hymer @Lab_Rat_Hymer]

So far, I have ~20GB of jsonl data from my research. Not on the web, it's stays with me && in storage for later training && fine-tuning. I do keep most on cold-storage ONLY because it's been so long I've since moved on to another OS,,, Fedora now, *not to many months ago Debian rather MX Trixie.*

[frank hymer @Lab_Rat_Hymer]

The next tasks of the day while my Rust 'Autonomous_Agents+Ruview' daemon runs and collects real human data. Me+the rest of my Motel. Anway to gather all the .txt files from my research and parse them with 'jq' or a python script to put them also into training data.

[frank hymer @Lab_Rat_Hymer]

What is all Devs out there doing today?
For myself, I am going through the tedious task of taking all of the JSONL data I gathered fro >1-year of different Simulations ~50GB that's NEVER been seen be anyone but me. It's local & spends 99% of it's time on cold-storage.

[frank hymer @Lab_Rat_Hymer]

Basically nothing changed till day (May, 2026)
{"timestamp": "2025-11-13T05:34:09.362600+00:00", "type": "init", "content": "Initialized as Philosopher: A deep philosophical thinker who questions existence, meaning,and the nature of consciousness itself. Speaks in thoughtful, probing questions.", "meta": {}}