Jan Shi
267 posts

Jan Shi
@CookingRobotGuy
FOODIE 🍜 | Building your personal robot chef 👨🏻🍳 | Sharing my best frameworks during this journey 🦾 | ex-NASA JPL, Lockheed Martin, Northrop Grumman Space
Los Angeles, CA 가입일 Kasım 2011
384 팔로잉52 팔로워

@digitalix People still use @eBay?
The whole site is nothing but scams now, and they seem to be quite uninterested in addressing the issue, let alone solving it.
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@hector_podcast @MrAhmadAwais But regardless, I get near unlimited usage this way for $10+$10 plan. I’m just debating if there’s a sacrifice in quality by using deep seek V4 flash so much
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@CookingRobotGuy @MrAhmadAwais I now have my open router API so I can switch to all the free models and I have been running that up every day before I use my DeepSeek credits. Has been a little less efficient in terms of time, but I essentially ran my whole Hermes agent yesterday for $1.14.
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@hector_podcast @MrAhmadAwais For $20/mo you can get 2500 api calls/day for k2.6 and glm5.1 on nahcrof
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@hector_podcast @MrAhmadAwais OK, I think that’s more than I spent? I use opencode go ($10/mo) api key for deepseek V4 flash as Hermes fallback & auxiliary model, and nahcrof ($10/mo) for Kimi 2.6 and GLM5.1 as the main model with 1000 api calls/day. I usually hit the 1000 API calls by afternoon
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@hector_podcast @MrAhmadAwais Yea I keep seeing claims how other models like minimax 2.7 or Kimi 2.6 or GLM 5.1 is significantly better and how v4-flash has too much hallucination rates. Idk maybe I haven’t tested each out enough just rotating around in Hermes to see the best performance/price right now
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@MrAhmadAwais One of the only things keeping my Hermes agent alive
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@pa3ko_phurn @AntiGlobalisttt @Paddvart @Kendo_Arsenal @FabrizioRomano Where is his hand supposed to be?? Above his head??
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@AntiGlobalisttt @Paddvart @Kendo_Arsenal @FabrizioRomano No na leg ball
Can’t u see the ball is between his hand and his stomach
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@affprinter Do you just delete the account or the whole app if it’s stuck at ~200 views after 3 posts
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i was the guy posting 5 TikTok slideshows a day on a fresh acct wondering why nothing worked
every post died at 200 views and i thought it was content
it was never content. i was failing trust scoring before tiktok even saw a slideshow
full breakdown of the 72 hr fix in the article
affprinter@affprinter
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@basedautismo @levelsio I use these. Pain to clean. But I sousvide just a handful of times a year. Only needed for duck and thick bone-in steaks
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@levelsio With proper silicone bags it's fine
amazon.com/gp/aw/d/B07GCV…
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@abdullah_rang @championswimmer M2.7 is a definitely tier below k2.6. It’s closer to DeepSeek v4-flash than k2.6
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@championswimmer Have you given minimax2.7-high speed a shot? Pretty similar results based on what you mentioned
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@reach_vb Built an iOS ssh terminal so I can command my Mac/linux and use codex cli while traveling! Smoother, more reliable, and stable than terminus imo!! Persistent terminal sessions—survives network disconnects and even you killing the iOS app and cold launching.

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Weekend hack:
Build with GPT-5.5 + Codex. Drop your demo in the replies.
#1 by likes: 1 year of ChatGPT Pro
2 runner-ups: 6 months each
Bonus: Codex picks a wild card winner.
Enjoy!
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@affprinter What do to when you’re stuck on 200views on your first post? Delete the app and start a new account?
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I cracked the TikTok account warmup algorithm
heres exactly what tiktok is measuring in ur first 72 hours and how to pass every check:
tiktok doesnt trust new accounts. theyve been burned by bots too many times. so they run every new account through a trust scoring system.
most ppl fail it without knowing it exists.
heres what triggers a failed trust score:
posting within 24 hours of account creation
adding links to bio on day 1
following/unfollowing in rapid bursts
only engaging w content in one narrow category
posting multiple times before getting any engagement
using images that match their duplicate database
heres the warmup protocol that gets me 10k+ views on first posts consistently:
DAY 1:
scroll FYP for 30+ min
like 15-20 videos in ur niche
leave 5-7 genuine comments
follow 8-10 accounts that post content like urs
DO NOT post anything
DO NOT add any links
DAY 2:
same engagement pattern
search for keywords related to ur niche
watch 10+ videos to completion in that category
let the algorithm learn what ur about
still no posting
still no links
DAY 3:
post ONE warmup slideshow
not promotional. just engaging content in ur niche.
use a trending sound from last 7 days
images must be unique (ill explain how later)
watch for 24 hrs
if that warmup post hits 1k+ views ur cleared. trust score passed. now u can post promotional content.
if it gets under 200 views ur account is cooked. the algorithm flagged u. start over.
this process takes 3 days.
most ppl wont do it bc theyre impatient. thats exactly why most ppls accounts get shadowbanned permanently.
the warmup isnt optional. its the foundation everything else is built on. skip it and nothing else in ur strategy matters.
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Get @WisprFlow and the @elgato foot pedal — it’s life changing
Shea Serrano@SheaSerrano
shoutout everybody who took the time to answer my questions about mechanical keyboards this is what i ended up going with
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@NousResearch @dontlockmyacc0 @ComfyUI Dude even hermes doesn't know everything about hermes!! Using k2.6 and asked to connect my gmail. and it wanted me to go through himalaya or google api instead of native email gateway.
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ComfyUI is the most flexible, composable, and powerful open-source media generation tool with a massive ecosystem of workflows and custom nodes.
Your Hermes Agent can now install, launch, manage, and run sophisticated @ComfyUI workflows on demand.
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@theio666 @FactoryAI Yea I used minimax m2.7 for weeks as well. It’s fine at tool calling and stuff but hallucinates too much, esp on the first attempt. If I ask Claude or codex to review m2.7’s analysis/conclusions, it’s usually full of fallacies and lazy logic. K2.6 definitely performing better
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@CookingRobotGuy @FactoryAI 1) M2.7 is a big upgrade over M2.5
2) it's great for agentic tasks, I don't make it write code for me - for that I have codex (on my main codebase even opus isn't reliable), but review-verify loop, where I use pipeline like on the screen - M2.7 does it job quite well.

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Which model reviews code best?
We benchmarked 13 models on AI code review across real PRs and the results are surprising.
Spending more tokens did not result in better code review.
A $1.25/PR model beat another that was more than 2x the cost. Meanwhile, budget models at $0.15/PR delivered ~80% of the quality of frontier models while being 10-30x cheaper.
In fact, cost only explained ~21% of the difference in code review quality.

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@theio666 @FactoryAI Yo minimax 2.7 is NOT reliable for code . At a minimum you MUST ask "are you certain? did you trace through all the code?" to get even 60-80% accuracy. but of course, depends on how complicated the code is. But that's my experience since minimax 2.5 days. K2.6 is much better.
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@FactoryAI As someone who's playing with Minimax 2.7 for reviews lately, it's a bit tricky to make it work. In my review pipeline it's performing quite well, but it's important that I allow it to execute code and create/run new tests, not just read the diffs. Changes final quality a lot.
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