text stringlengths 0 1.18k |
|---|
According to leaks Gemini 3.5 Pro might be looking like this |
Funny |
body text |
It really doesn’t need to be better than fable 5… it just needs to be close to the frontier labs again. Google sells the ecosystem. |
True, Gemini subscribers will also likely get access to 3.5 Pro from the very beginning until an update (3.6, 4.0) replaces it, and not just a 2 week trial with an unspecified future date of when it might come back as a subscriber perk again. |
But does any other US lab really want to release a Fable equivalent model when the government shut Fable down just days after its release? It seems like they may want to wait to see how that plays out first if they have something equivalent. 😅 |
My problem with Gemini is that it just makes things up. It's unusable. Sure, it can complete a coding benchmark, but I use it for researching stuff and whatnot, and it can't be making things up during that. |
After 7 Years of Being Overlooked, a Young Black Student Asked Her School Board a Simple Question: “How Many Years of Evidence Should It Take Before a Child’s Gifts Are Recognized?” |
There are studies about this. |
Extensive research by scholars like Dr. Donna Ford and Dr. Tarek Grantham, which highlights how systemic biases lead to the severe underidentification of Black gifted children. Because of implicit cultural biases in testing and school referrals, teachers often are not actively "looking" for these signs in Black student... |
The disparities in how students are identified generally stem from the following systemic patterns: |
Teacher Nominations vs. Universal Screening: Historically, identification has relied on subjective teacher referrals. Research shows Black students are placed in gifted services far more often when taught by same-race teachers, suggesting that different cultural backgrounds impact how behaviors like curiosity or leader... |
2. Masked Potential: Giftedness in Black children often presents differently due to cultural communication styles, such as high verbal ability, a preference for cooperative learning, and high energy. These traits are frequently misclassified by educators as behavior problems rather than signs of advanced cognitive abil... |
3. Opportunity Gaps: Some research indicates that up to half of the identification gap can be tied to disparities in early academic achievement and access to pre-K programs, which disproportionately affect minority students in underfunded districts. |
4. The "Asian Model Minority" Stereotype: Because Asian students are frequently subjected to the "model minority" stereotype, educators often anticipate high academic achievement from them. This can lead to hyper-vigilance in scanning for and identifying giftedness in these students, contrasting sharply with the defici... |
Yes! |
Anyone else notice this? 4.5 getting removed soon. Sign of a new model release? |
GPT-4.5 was built using massive brute-force scaling laws, it has an incredibly heavy server footprint. Taking it completely off ChatGPT on June 26 frees up a massive amount of server infrastructure. OpenAI needs these exact clusters to handle the intense, high-compute traffic spikes that always follow a new flagship la... |
Everything was a sign for new model release in last month, so I cannot believe anything anymore. |
I doubt it was used at a scale that was taking up too much of their Infra. It's not one big static group of servers per model, but a massive horizontal scaling of compute adjusted dynamically to fit usage patterns. Interesting timing, though. It could be related even due to marketing reasons - removing one thing, launc... |
makes sense they'd consolidate older stuff if something big's coming. June 26 is a pretty specific date to pull it though, reckon there's gotta be some announcement lined up around then or just after. Server efficiency is one thing but the timing does feel deliberate. |
Is this Pro? I can only access 5.4 mini, 5.4 and 5.5 in my plus account. |
Let's hope a new model drops soon. GPT 5.5 is so nerfed right now, that even 4.5 was better. |
I built this last month, woke up to 700+ stars and a developer with 28k followers tweeting about it, now PRs are coming in from contributors I've never met. Sharing here since this community is exactly who it's built for. |
Hello! So i made an open source project: MEX |
for anyone not interested in reading all that, this is the |
repo: https://github.com/theDakshJaitly/mex.git |
docs: launchx.page/mex/docs |
What is mex? |
it's a structured markdown scaffold that lives in .mex/ in your project root. Instead of one big context file, the agent starts with a ~120 token bootstrap that points to a routing table. The routing table maps task types to the right context file, working on auth? Load context/architecture.md. Writing new code? Load c... |
The part I'm actually proud of is the drift detection. Added a CLI with 8 checkers that validate your scaffold against your real codebase, zero tokens used, zero AI, just runs and gives you a score: |
It catches things like referenced file paths that don't exist anymore, npm scripts your docs mention that were deleted, dependency version conflicts across files, scaffold files that haven't been updated in 50+ commits. When it finds issues, mex sync builds a targeted prompt and fires Claude Code on just the broken fil... |
Running check again after sync to see if it fixed the errors, (tho it tells you the score at the end of sync as well) |
also a community member here on reddit tested mex combined with openclaw on their homelab, lemme share their findings: |
They ran: |
context routing (architecture, networking, AI stack) |
pattern detection (e.g. UFW workflows) |
drift detection via CLI |
multi-step tasks (Kubernetes → YAML) |
multi-context queries |
edge cases + model comparisons |
Results: |
10/10 tests passed |
drift score: 100/100 (18 files in sync) |
~60% average token reduction per session |
Some examples: |
“How does K8s work?” → 3300 → 1450 tokens (~56%) |
“Open UFW port” → 3300 → 1050 (~68%) |
“Explain Docker” → 3300 → 1100 (~67%) |
multi-context query → 3300 → 1650 (~50%) |
The key idea: instead of loading everything into context, the agent navigates to only what’s relevant. |
I have also made full docs for anyone interested: launchx.page/mex/docs |
I am constantly trying to make mex even better, and i think it can actually be so much better, if anyone likes the idea and wants to contribute, please do. I am continously checking PRs and dont make them wait. |
thank you. |
The key idea: instead of loading everything into context, the agent navigates to only what’s relevant -> isnt this exactly what skills are / how is this diff to just having a project level CLAUDE.md that works as a routing table? |
Yeah I set up my root Claude.md file and then I set up other Claude.md files in other folders. So basically the first Claude.md file points it to the next Claude.md file. I'm trying to save tokens that way but I was thinking the same thing. You could just use these files to do that. I haven't dug into his repo yet thou... |
It's not, it's just that through what OP did you have that readily available in a CLI, you don't have to keep the CLAUDE.md up to date, it's opinionated because it keeps things in .mex/ and maybe other things but you don't have to do it yourself |
I want to install the older versions of High School Simulator 2017/2018, but how reliable are APK files? |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.