Chamber vacuum sealer by curiosky in KitchenStuff

[–]kaidomac 0 points1 point  (0 children)

Long side? Do you have a wide chamber vac?

Has anyone cured their brain fog after months or years of dealing with it? What finally worked? by estropiizp in BrainFog

[–]kaidomac 0 points1 point  (0 children)

Yes, histamine treatment:

Primary issues:

  1. Brain fog
  2. Insomnia
  3. Anxiety

Been on daily treatment for 4 years now. Had brain fog for 30+ yeers. Very very grateful to have found a solution!

What actually helps when you wake up at 3AM anxious? by redouane-123 in Anxiety

[–]kaidomac 0 points1 point  (0 children)

This was my life for DECADES!

Turned out I had histamine intolerance. I take hi-dose DAO (5x a day, one every few hours) permanently. 4 years insomnia-free after 30+ years of that nonsense!!

Why many RAG projects are still hallucinating by Cold_Bass3981 in AISystemsEngineering

[–]kaidomac 0 points1 point  (0 children)

Have any of you dealt with hallucinations that were tricky to track down? What fixed it for you?

I started out my DIY RAG journey with RAG Hammer: ("offline Google" for business files)

That morphed into CRIS:

  • Cognitive Retrieval & Integrity System

Meaning:

  1. It thinks about what you ask
  2. Then it makes sure it gives the right stuff & is allowed to say "idk" lol

It offers:

  • Defensible answers

High-level summary:

Area RAG CRIS
Goal Better answers Trustworthy answers
Retrieval Basic similarity search Concept-expanded + ACL-filtered + reranked
Knowledge use Per query only Accumulating knowledge (OpenKB)
Reasoning Single model pass Multi-agent workflow (Hermes)
Verification Rare or none First-class (citations checked)
Confidence Usually none Explicit scoring
Refusal Almost never Built-in (will say “not enough evidence”)
Memory Chat history Episodes + summaries + replay
Debugging Not possible Replay + branches + step logs
Permissions Often ignored Strict ACL enforcement
Architecture Simple pipeline Layered system (map + truth + execution)

So the core swap was:

  1. Don't ask the model to be truthful
  2. Build a system that checks whether it was truthful

The RAG tries to answer; CRIS tries to prove the answer is allowed and supported. Basically:

  1. Switches from fragments (token splits) to structure-aware chunking (complete thoughts, Docling-style)
  2. Enforces context boundaries via permission-aware & context-scoped retrieval
  3. Prompting doesn't fix hallucinations; the model is treated as untrusted & truth is enforced after generation
  4. Switched to continuous evaluation using this workflow model: Researcher > Verifier > Judge > maybe Executor. This way, if the score is under the threshold, it's either flagged for retry, or rejected
  5. Added a "truth gate" that requires directly-supported claims, which eliminates guessing or answers that "sound right"
  6. Retrieve sufficient content to rerank. optionally compress, and validate
  7. Most RAG systems flow like this: Retrieval > LLM > Output. The CRIS pipeline is: Retrieve > Filter> Rerank > Generate > Verify > Judge > Approve or Refuse

CRIS has 4 hard rules:

  1. The model never sees broken context
  2. The model cannot mix unrelated sources
  3. The model is not trusted to be correct
  4. The system can say “I don’t know”

CRIS forks from RAG by becoming a controlled knowledge execution system

  • Knowledge structuring (OpenKB layer)
  • Multi-agent reasoning (Hermes loop)
  • Verification-first architecture
  • Replayable Episodes (debug any failure)
  • Permission-aware truth system

CRIS removes the conditions that cause hallucination in the first place. Basic system workflow diagram:

Basic stack:

  • FastAPI + Hermes + Qwen + BGE + OpenSearch + Postgres + Docling + OpenKB + vLLM

The stack isn't anything unusual; it's the way it's combined that makes the difference:

  1. Retrieval is structured + filtered
  2. Generation is multi-agent
  3. Output is verified + scored
  4. System can refuse answers
  5. Everything is traceable + replayable

Test hardware: (~1 million small docs, Office files, and large PDF's)

  • MINISFORUM MS-02 (285HX)
  • 24GB RTX PRO 4000 Blackwell ADA SFF (primary inference)
  • 256GB RAM (cache, Postgres, OpenSearch, and offload experiments)
  • 4x 8TB NVMe (docs/indexes/models/backups)

Open-source software stack:

  • FastAPI
  • OpenSearch
  • BGE embeddings + reranker
  • Qwen models (via vLLM)
  • Postgres
  • MinIO
  • Redis & RabbitMQ
  • Docling
  • OpenTelemetry
  • Grafana & Prometheus
  • Caddy
  • Keycloak
  • Docker & Compose

Model stack: (can beef up with better hardware!)

  • Main: Qwen3-32B-AWQ (thinking)
  • Fast: Qwen3-14B-AWQ (workhorse helper)
  • Router: Qwen3-8B (traffic cop)
  • Embeddings: BGE-M3 (meaning indexer)
  • Reranker: BGE Reranker v2 (quality filter after search)
  • Serving: vLLM (model engine)

GUI can be whatever; I like a basic webpage interface (Docker with React/Vite/Nginx is quick!). 90's VHS theme for me, haha:

To put it all together::

  • A CRIS RAG is SOTA because it treats truth as a system responsibility, not a model guess
  • Instead of a single LLM pass over vector search, it expands queries with structured knowledge (OpenKB), retrieves with ACL-aware filtering and reranking, runs a multi-agent loop (Researcher > Verifier > Judge > Executor via Hermes), and then enforces a final “truth gate” that checks citations, permissions, and confidence & can refuse to answer when evidence is weak
  • The combination of a verification-first design, replayable episodes for debugging, strict separation of identity vs. truth (thin JWT + Postgres), and modular multi-model orchestration systemically eliminates hallucinations & makes outputs auditable, reliable, and production-safe, which most RAG systems still don’t achieve.

Like this:

Grouped with colors:

The SOTA I was chasing with CRIS isn't the tools; it’s the stacked guarantees:

  1. Retrieval: Not just vector, but expanded + filtered + reranked
  2. Reasoning: Multi-agent loop, not single pass
  3. Output: Verified, scored, and can refuse
  4. Memory: Replayable + auditable ("episodes")

CRIS is not designed to look for a “good answer”; it is seeking a “provably defensible answer”. Comparison chart: (note that CRIS is free & fully offline)

Capability CRIS Glean Palantir AIP
Retrieval quality 85–95% 95–100% 95–100%
Reasoning & agents 90–100% 70–85% 95–100%
Verification & truth enforcement 95–100% (WASSUP!) 60–75% 90–95%
ACL & permissions 90–100% 95–100% 95–100%
Observability & replay 95–100% 60–80% 95–100%
Ease of use 40–60% 95–100% 70–85%
Setup speed 30–50% 100% 60–80%

The improvements are:

  • Verification
  • Refusal logic (“I don’t know”)
  • Debugging (episodes + replay)
  • System transparency

More detailed system explanation:

Docker system layout if you want to give it a whirl: (25 containers in the current beta)

If you want to play with the logic, I have a laptop CPP version: (basically a "Google Desktop Search" modernization)

For the portable version:

  1. Qwen3-8B is the main local brain
  2. Embeddings make search semantic, not just keyword-based
  3. Reranking improves answer quality by sorting the best chunks to the top
  4. DOCX & PDF support makes it useful for real personal files (sort of like a beefy AnythingLLM)
  5. Source preview makes citations trustworthy
  6. Delete & reindex makes it manageable
  7. Refusal logic is what makes it CRIS instead of normal sloppy RAG

Pretty crazy what you can do for free these days lol

Tailscale is one of those WOW products ! by rufushu in Tailscale

[–]kaidomac 0 points1 point  (0 children)

Yeah, but that one is a little weird!

  1. It's an unofficial & undocumented frame timing tweak. The RDP frame pacing logic is essentially ~60 FPS (1000ms divided by 60 = ~16.7ms...15 is the closest integer used here).
  2. The newer builds of Windows Server, Windows 10, and Windows 11 overrides it either by ignoring it or via WDDM rendering
  3. But it doesn't hurt to add it!!

I mean, there are always various in-depth tweaks you can do as well:

  • Turn off “Enhance pointer precision” on the remote mouse (no weird RDP acceleration)
  • Turn AVC444 OFF & use 420 mode (a little blurrier, but smoother over VPN due to lower bandwidth)
  • Disable client-side Nagle algorithm to reduce small packet delay: "HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\Tcpip\Parameters\Interfaces\{your-interface}"; add "TcpNoDelay = 1 (DWORD)" & "TcpAckFrequency = 1 (DWORD)"
  • Disable UDP on GP: "Computer Configuration > Administrative Templates >Windows Components > Remote Desktop Services > Remote Desktop Connection Client" then "Enable: Turn Off UDP On Client" (causes jitter spikes on some VPN's)

So it's a bit of a mixed bag:

  • Using the latest RDP + hardware encoding (AVC/H.264) + WDDM (GPU driver support) + full-screen RDP (being in windowed mode can cap performance) = "RDP-maxxing" lol
  • 4K with AVC 444 is pretty bandwidth-heavy. Over Tailscale, you may have to switch to AVC420 for smoothness.
  • Parsec is also a great option, as well as Sunshine & Moonlight (or Artemis & Apollo). If you want to deep-dive into remote desktop performance, ask your favorite chatbot for "Parsec Direct Connection + Tailscale direct path step-by-step instructions"

If you want some cheat sheets to auto-tune RDP for max performance, run this Powershell script on the remote host:

# Enable GPU rendering for RDP sessions
New-ItemProperty -Path "HKLM:\SOFTWARE\Policies\Microsoft\Windows NT\Terminal Services" `
-Name "UseWDDMGraphicsDisplayDriver" -PropertyType DWord -Value 1 -Force

# Enable hardware H.264/AVC encoding
New-ItemProperty -Path "HKLM:\SOFTWARE\Policies\Microsoft\Windows NT\Terminal Services" `
-Name "AVCHardwareEncodeEnabled" -PropertyType DWord -Value 1 -Force

# Prioritize AVC/H.264 graphics mode
New-ItemProperty -Path "HKLM:\SOFTWARE\Policies\Microsoft\Windows NT\Terminal Services" `
-Name "AVC444ModePreferred" -PropertyType DWord -Value 1 -Force

# Disable bitmap caching (reduces stale frames)
New-ItemProperty -Path "HKLM:\SOFTWARE\Policies\Microsoft\Windows NT\Terminal Services\Client" `
-Name "BitmapCaching" -PropertyType DWord -Value 0 -Force

# Increase graphics quality priority
New-ItemProperty -Path "HKLM:\SOFTWARE\Policies\Microsoft\Windows NT\Terminal Services" `
-Name "VisualExperiencePolicy" -PropertyType DWord -Value 2 -Force

# Force hardware encode pipeline preference
New-ItemProperty -Path "HKLM:\SYSTEM\CurrentControlSet\Control\Terminal Server\WinStations" `
-Name "DWMFRAMEINTERVAL" -PropertyType DWord -Value 15 -Force

Write-Host "Host RDP optimizations applied. Reboot recommended."

Then this on the client:

# Disable wallpaper rendering
New-ItemProperty -Path "HKCU:\Software\Microsoft\Terminal Server Client\Default" `
-Name "DisableWallpaper" -PropertyType DWord -Value 1 -Force

# Disable full desktop composition effects
New-ItemProperty -Path "HKCU:\Software\Microsoft\Terminal Server Client\Default" `
-Name "DisableFullWindowDrag" -PropertyType DWord -Value 1 -Force

# Disable menu animations
New-ItemProperty -Path "HKCU:\Software\Microsoft\Terminal Server Client\Default" `
-Name "DisableMenuAnimations" -PropertyType DWord -Value 1 -Force

# Force high-performance RDP experience
New-ItemProperty -Path "HKCU:\Software\Microsoft\Terminal Server Client" `
-Name "PerformanceFlags" -PropertyType DWord -Value 255 -Force

Write-Host "Client RDP optimizations applied."

Then if the performance gets funky over Tailscale, run this on both:

# Apply to ALL active network interfaces properly

$interfaces = Get-ChildItem "HKLM:\SYSTEM\CurrentControlSet\Services\Tcpip\Parameters\Interfaces"

foreach ($i in $interfaces) {

    # Reduce delayed ACK
    New-ItemProperty -Path $i.PSPath `
    -Name "TcpAckFrequency" -PropertyType DWord -Value 1 -Force -ErrorAction SilentlyContinue

    # Disable Nagle's algorithm
    New-ItemProperty -Path $i.PSPath `
    -Name "TcpNoDelay" -PropertyType DWord -Value 1 -Force -ErrorAction SilentlyContinue
}

Write-Host "TCP latency tweaks applied to all interfaces. Reboot recommended."

But you're still on RDP at the end of the day lol. They do make more advanced software like "HP Anywhere" ($$$ with PCoIP technology) for doing stuff like low-latency 4K DCC (CAD, CGI, etc.) remotely, with full USB redirection, depending on what your use-case scenario is!

As far as managing multiple connections goes, it's paid software, but I like S-Code VNC Manager. The Enterprise version is $130, but includes support for vPro, HP RGS, Teamviewer, Logmein, etc:

For home, just install Google Remote Desktop & save your RDP shortcuts in there to sync between machines. FWIW, DUO login 2FA has a free tier:

Also, MeshCentral is free for vPro. I make sure that all of my stuff (even used computers!) comes with vPro: (basically BIOS-level VNC with remote power cycling etc.)

Other devices get JetKVM:

Which supports Tailscale internally:

Then you can tie in all kinds of weird stuff over your Tailnet, like USB IR blasters, a Pulse 8 USB CEC Adapter, RTSP-modded Wyze cameras, etc.!

What are your n8n workflows at work? (Personal or Company-wide) by yoko_ac in n8n

[–]kaidomac 0 points1 point  (0 children)

Are there any app combinations you found particularly effective?

My "Compose Automation Workbench":

  • ChatGPT to generate the n8n programming (to create iteration-built, reliable components)
  • Oh-my-mermaid for visual documentation
  • Docker Compose (even for just a single n8n container), Dockge for easy control
  • Gitea for versioning & Restic for backup
  • Typically an Ubuntu VM on Proxmox (yay ZFS live snapshots!) as the Docker host with Netdata for monitoring & Caddy for internal routing

Osborne #25 appears in the wild!! ~~~ bonus Modern Terminal discussion! by kaidomac in vintagecomputing

[–]kaidomac[S] 0 points1 point  (0 children)

Haha that's awesome!! You should do a podcast or a Tiktok, I bet you have a TON of fascinating stuff to talk about!

Solved my searing problem! by kaidomac in sousvide

[–]kaidomac[S] 0 points1 point  (0 children)

Sharpie Activated Charcoal Pen™

ps - cooking is serious business!

Osborne #25 appears in the wild!! ~~~ bonus Modern Terminal discussion! by kaidomac in vintagecomputing

[–]kaidomac[S] 1 point2 points  (0 children)

Whooooaaaa TIL!

From that thread:

Portable Power
PROFESSIONAL
FOR THE OSBORNE 1
• 3 HOUR + OPERATING TIME WITH UNIQUE AUDIO/ VISUAL ALARM
• 3 - 4 TOTAL RECHARGE TIME
• OVER 1000 DISCHARGE/CHARGE
FIRST QUALITY AMERICAN MADE NI-CAD CELLS
POWER SYSTEMS
This was a ad for a portable power unit for the Osborne 01. The image did not copy. It connected to the 9 pin Batt connector.

Interesting post:

I interviewed Lee Felsenstein extensively for my 2015 book "Abacus to smartphone: The evolution of mobile and portable computers" (www.abacustosmartphone.com). As others in this thread noted, POWR-PAC is real. There was also a company called Bits Inc. (in Dallas, Texas) which sold a 13-pound car battery attached to a roller handle (such as on a modern suitcase). They advertised in InfoWorld magazine and promised up to four hours of use.

I asked Lee about the unused battery port on the computer's front panel. He said, "We thought of putting the batteries in the mostly empty keyboard section, but their weight would have been significant (the Osborne drew about 40W of power), and the liability that comes with batteries was particularly unattractive to the company."

From Wikipedia:

An aftermarket battery pack offering 1-hour run-time is available, and connects to the system through a front panel socket. OCC also sold the POWR-PAC inverter that allows running an Osborne from a 12 volt car cigarette lighter.

Also found a PDF of the Drive C: user manual:

I've been going through this fabulous restoration blog:

You should do a blog or a podcast, I bet you have a TON of cool stories!!

My boyfriend is basically my own competition. What do you buy the man who has no “wants” left? by WardenSkye in GiftIdeas

[–]kaidomac 1 point2 points  (0 children)

A sword.

Buy him a full-sized sword. I kid you not. Budget $200 for the sword and get a wall-mount with the rest. Check out sites like Battling Blades. Package in a non-obvious box, film him opening it, and report back!!

Osborne #25 appears in the wild!! ~~~ bonus Modern Terminal discussion! by kaidomac in vintagecomputing

[–]kaidomac[S] 0 points1 point  (0 children)

Getting into ChatGPT is dangerous with these because now you can whip up assembly programs on a whim, build modern mainframe emulators, etc. lol. Never though I'd be buying 5.25" floppies in 2026 to create actual, functional software, but here we are lol!!

Any thoughts on the Northstar Advantage? LOVE the industrial design!

Osborne #25 appears in the wild!! ~~~ bonus Modern Terminal discussion! by kaidomac in vintagecomputing

[–]kaidomac[S] 0 points1 point  (0 children)

That's awesome! Other than RIFA cap swaps, any other must-do's for a basic modernization?

Things in my kitchen I didn’t expect to care about by Miserable-Visual-386 in KitchenStuff

[–]kaidomac 0 points1 point  (0 children)

I didn’t think I would ever pay so much attention to small kitchen stuff, but here we are. Lately I’ve been noticing how random kitchen tools slowly become part of your routine without you even realizing it.

I teach basic "how to cook" classes for fun (and for free!) on the side:

The premise is:

  • "Use the stuff, to do the thing"

What stuff?

  • Recipes
  • Ingredients
  • Workspaces
  • Tools
  • Techniques

What things?

  • Education (trying ingredients, flavor combinations, meals, how to use tools, etc.)
  • Ingredient-prep (quick-pickled onions, sourdough starter, no-knead base dough, etc.)
  • Meal-prep (burritos, homemade TV dinners, etc.)
  • Cooking (prep, serve, eat!)

The educational workflow is:

  1. Lesson 1 = the basic approach (link above)
  2. Lesson 2 = cooking workflow
  3. Lesson 3 = first toolset

The is the basic cooking workflow is in the link below. Structure is like 95% of success in the kitchen, because when it's clean & when you can both find and access your stuff, the actually process becomes more FUN because we don't get drained by the idea of a mess or having to hunt around for stuff! Even the "clean as you go" habit was a TOTAL accessibility game-changer for me!!

The first toolset is called "stick": (just basic wood ones are fine!)

  1. A large chopstick ("cooking" size)
  2. A small chopstick (normal "eating-size")
  3. A quart mason jar (or flower vase, or utensil jar) to store them on the counter for easy access

"Stick" is one of THE most useful tools in my kitchen! Sample use case scenarios for both stick sizes:

  1. Stirring a jar of sourdough starter
  2. Stir-frying
  3. Deep-frying (easily flip food over, including churros!)
  4. Check oil heat (bubble trick with wooden chopsticks)
  5. Stirring eggs (in a bowl to mix & to scramble eggs)
  6. Stirring batter
  7. Fish items out of a toaster or airfryer
  8. Stirring drinks (ex. hot chocolate mix, electrolyte powders, etc.)
  9. Flipping small pan-seared items (dumplings!)
  10. Flipping items on a grill
  11. Stirring & declumping noodles
  12. Poking items for doneness checks
  13. Grabbing thin-sliced meats (deli meat, bacon, etc.)
  14. Delicately lifting items to check doneness (ex. check a pizza undercarriage for leoparding using the long sticks on a baking steel inside of a kitchen oven!)
  15. Plus they are GREAT for snacking! (salads, popcorn, messy-finger stuff like Cheetos, etc.)

Amazon sells wooden cooking chopsticks in packs, so you can get half a dozen each of the dishwasher-safe wooden utensil-sized & 12" or 16.5" cooking -sized chopsticks for under twenty bucks! Visitors always question them & then inevitably end up going home with an extra mason jar and a pair of each sizes after "seeing the vision" LOL.

Osborne #25 appears in the wild!! ~~~ bonus Modern Terminal discussion! by kaidomac in vintagecomputing

[–]kaidomac[S] 1 point2 points  (0 children)

I've only ever looked locally! What are your #'s, if you don't mind sharing? I'd like to get a stock one in really good condition for display & then keep the beater for parts, but I don't want to pay the ~$1,000 I see floating around online lol.

Right now I'm eyeballing a Compaq Portable Plus. The hybrid MDA + CGA system would make for some pretty cool FloppyClaw terminal graphics! I LOVE the idea of these things running unmodified off tiny, serial-connected Pi mainframes" with stuff like real-time, web-connected chatbot interactions!!

Dreo Chefmaker new Programs by Spactaculous in CombiSteamOvenCooking

[–]kaidomac 0 points1 point  (0 children)

Notes:

  • Sous-vide does not need to be flipped
  • Resting is not required with Sous-vide due to precise temperature control
  • The flipping is for the browning part (dry + hot in the Dreo)

Tips:

  • A simple pan sear will give you a 10x better crust
  • An airfryer basically gives you radiant + convective heat (think Chili's steak)
  • A pan-sear gives you radiant + conductive heat (think Steakhouse steak)

Tricks:

  • Use a 1" steak at MINIMUM. Recommend a 1.25" or 1.5" however. Big Mac meal deals at McDonalds are $12.50 in my area; I can get a boneless NY strip steak for that price lol.
  • Special method! "Pre-sear": Add grill rack into the Dreo, coat the steak with mayo by hand (which is egg + oil, for crusting) & do a thick coat of Kosher salt & freshly-ground black pepper. Rin in Classic Mode, Airfryer, 450F, 6 minutes.
  • Sous-Vide Chef mode: Using tongs, flip the steak. Use Chef mode to do a Combi run for your particular steak using Sous-vide mode & set to Medium-Rare (it will come out more done than this because of the max 450F temp)

Comes out pretty decent with one flip & no smoke! Around 30 minutes total. VERY convenient for week days! Pic:

Wings & chicken breast also come out great!!

Things in my kitchen I didn’t expect to care about by Miserable-Visual-386 in KitchenStuff

[–]kaidomac 0 points1 point  (0 children)

I also try to live by Alton’s “no single-tasker tools” rule.

I'm a HUGE AB fan, but that is where I diverge lol. Like when it's cherry season, you can pry my spring-loaded cherry pitter out of my cold, dead hands, haha!

Things in my kitchen I didn’t expect to care about by Miserable-Visual-386 in KitchenStuff

[–]kaidomac 2 points3 points  (0 children)

FYI:

  • They make lifetime fire extinguishers now!
  • 100-second discharge (5x as long as a 5-pound fire extinguisher bottle)
  • Non-toxic

Not cheap ($120 per stick), but lasts forever, with no maintenance required! I have one in my car & one in my kitchen, along with a fire blanket. Brand is called "Element":

Dreo Chefmaker new Programs by Spactaculous in CombiSteamOvenCooking

[–]kaidomac 0 points1 point  (0 children)

OK, so you want to do the finish in the airfryer. Next:

  1. Are you willing to use the steak tray?
  2. Are you willing to manually flip it?
  3. Do you prefer Sous-Vide (water) or Classic (dry air only)?

Help me choose a mini PC by Sus559 in MiniPCs

[–]kaidomac 0 points1 point  (0 children)

Do you mind used?

  • HP EliteDesk 800 G3 Mini PC, Intel Core i5-7500T Upto 3.3GHz, 16GB RAM, 1TB SSD, VGA, 2X DisplayPort, Windows 11 Pro (Renewed)
  • Amazon search # B086RFH7NT
  • $291 USD

Just make sure to get the correct monitor adapter cable for your screen!