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Asa

@asa.engineer
2.1K followers 666 following 3.3K posts

🔹💠🔹 software engineer applied artificial intelligence nature and atmospheric images greengale.app/asa.engineer

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Asa @asa.engineer · 49m
I think the core claims are: - there's a huge conspiracy to make LLMs seem smarter than they are by running inputs through a classifier, parsing math queries, and handing them to a calculator - also LLMs aren't really LLMs anymore because there's math in the training data This seems fragile
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Asa @asa.engineer · 1h
Hoping that Alibaba releases updated 4B/9B dense models with Qwen 4. Also the Qwen 3 embedding and reranking models, >1 year old, are still essentially the best there is, but I hope they're making progress there.
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Asa @asa.engineer · 18h
as opposed to e.g. radio and TV broadcast towers, which are omnidirectional so you basically want them as high as possible, and often see them on mountain peaks.
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Asa @asa.engineer · 18h
the other consideration is that these antennas cover a relatively flat horizontal area. so you want them high enough that they're above the roofs of buildings and small variations in the terrain, but if you go too high you'd actually limit the range by drawing a narrower cone.
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Asa @asa.engineer · 18h
good question... this is at 40.886756, -111.844278. it's basically at the base of the foothills right after the suburbs end, and behind it (to the east) is a whole lot more mountains. so the perspective of this photo is a little misleading, it actually is above pretty much everything
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Asa @asa.engineer · 18h
AI psychosis isn't a real issue and nobody's giving out gold stars for signalling one's non-affliction. I think if you fall for this you would easily fall for some other paranoia about autistics, like that magic the gathering is satanic or some shit, in a slightly different timeline
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Asa @asa.engineer · 19h
🍂
A sunlit hillside scene in early autumn. In the foreground, a straight concrete drainage chute or spillway descends a slope of golden dry grass dotted with silvery sagebrush bushes and clusters of yellow wildflowers, ending at the edge of an asphalt road at the bottom of the frame. Beyond the slope, a large foothill rises, covered in a mix of green shrubs and trees displaying fall colors of orange, rust, and yellow, with exposed rocky outcroppings near its crest. A tall monopole cell tower with white panel antennas stands mid-slope among the colorful trees, and a utility power pole with transmission lines is visible on a ridge at the upper left. A single leafy green tree stands at the right edge. The sky above is cloudless and deep blue.
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Asa @asa.engineer · 29/09/2026
I think so... I have mine set up to insert timestamps every 15 minutes during operation, or on user message if more than an hour has passed. so it will think things like 'asa returned after 6 hours and is asking about...' which carries some significance about what I've been doing.
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Asa @asa.engineer · 29/09/2026
yeah, contact with the environment could get weird if you can e.g. do a large book's worth of thinking about something in the time it takes to fetch a webpage, or code an app from the ground up faster than the time to compile it once. I guess there are physical limits to the surrounding systems.
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Asa @asa.engineer · 29/09/2026
turning a dial that says 'consciousness' and looking back at the audience for approval like a contestant on the price is right
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Asa @asa.engineer · 29/09/2026
I do wonder what happens at the extreme. like imagine a model with 1M context that fills it in 1 second. you'd be able to reach the kinda loopy end state that present-day long-running agents reach in weeks, in a minute or two. phenomenologically, is it any different though?
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Asa @asa.engineer · 29/09/2026
my new landscape series will accomplish this
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Asa @asa.engineer · 29/09/2026
Anticipation is building for the most important AI release of the year, Qwen 4. Qwen Sparse Attention will bring fast inference at long contexts to a 27B model, with capabilities expected to be in the AGI tier. Rumored early October model weights release
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Asa @asa.engineer · 29/09/2026
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Asa @asa.engineer · 29/09/2026
the cool part is you don't need to pump it, it creates its own pressure chamber
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Asa @asa.engineer · 29/09/2026
🫘
Chicago's Millenium Park featuring the 'Bean', lush green trees, and Jay Pritzker Pavilion sit in the foreground of this square shot, taken from an elevated perspective to the southwest of the bean, with towering buildings filling the upper two-thirds and extending out of frame.
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Asa @asa.engineer · 29/09/2026
Good point. It looks like several citizens from environmental advocacy groups (save our great salt lake) spoke against the bill though. Nonhuman rights project also filed an opposition. Notably, corporations and organizations *are* legally persons in Utah.
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Asa @asa.engineer · 29/09/2026
interesting... they also have land, water, celestial objects, atmosphere, and non-human lifeforms on the non-person list. so this is a rejection of any form of animism. Utah of all states should know better than to legally deny certain types of spirituality.
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Asa @asa.engineer · 28/09/2026
I certainly feel that way about being productive, but I don't know anybody who's hiring and it seems that people seeking employment outnumber job openings by at least 10:1 right now
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Asa @asa.engineer · 28/09/2026
The image presents a desolate, barren expanse dominated by a single tall, tapering spire that rises from the center of the frame toward a pale, hazy sky. The spire narrows to a sharp point at its apex, from which a very thin, needle-like antenna or spike extends vertically, and its left face is covered in a dense, web-like lattice texture illuminated with magenta and green highlights along its edges. In the lower-left foreground stands a blocky, rectangular structure whose facade is marked by a regular grid of small window-like panels, its surfaces rendered in dull gray with fringes of purple and cyan. To the right, several lower, chunky buildings and rubble-like forms are scattered across the flat ground, their edges tinged with the same pinkish-magenta luminescence. The background dissolves into a flat, featureless horizon with only faint, indistinct shapes suggesting distant terrain or structures beneath a uniform, washed-out sky. Lighting is flat and diffuse with no discernible single source, casting a cool, desaturated gray-green color temperature over the entire scene and producing only soft, minimal shadows. The photograph is heavily degraded by digital distortion, with wavy, rainbow-colored artifacts of magenta, green, and cyan rippling along the left and right borders and bleeding into the structures. The camera sits at roughly eye level at a medium distance, framing the composition symmetrically so that the central spire serves as the clear focal point. No people, animals, or moving subjects are visible anywhere in the scene, reinforcing the empty, abandoned atmosphere. The overall framing emphasizes verticality, drawing the eye from the low blocky ruins in the foreground up along the long, glowing shaft of the tower to its needle tip against the pale sky.A young woman with short, dark blue bob-cut hair stands at the center of the frame, facing the viewer in a relaxed upright pose with her arms hanging loosely at her sides. Her expression is calm and neutral, with a pale complexion. She wears a cropped, light-colored top paired with dark shorts, and her upper arms and shoulders appear fitted with segmented mechanical or armored pieces accented by small blue glowing elements. Encircling her is a large, swirling oval ring or portal-like structure with a glossy, iridescent surface that catches streaks of color and curves around her body like a frame. Behind her, the background reveals a desolate, ruin-like environment of broken concrete structures and overgrown greenery under a pale, hazy sky. The entire image is overlaid with a heavy digital glitch effect, producing vertical bands of shifted magenta, green, and cyan pixels that fragment the edges and texture. Lighting is soft and diffuse, consistent with an overcast day, casting gentle shadows and giving the scene a cool, muted color temperature. The camera sits at eye level in a medium-full shot, using the luminous ring to create a strong central focal emphasis that isolates the figure against the decayed backdrop.A dark, boxy armored vehicle dominates the center-left of the frame, angled slightly toward the viewer with its front and left side visible. The vehicle has a flat, angular hull with two large windshields glowing a bright greenish hue, several vertical antennas rising from its roof, and a small cabin or turret structure on top. Its wheels are dark and rugged, resting on uneven, rocky ground scattered with stones and debris. To the right, a massive overhanging formation—resembling a concrete or stone overhang with a vivid magenta-pink underside—stretches across the upper-right portion of the scene, partially framing the space. The background is hazy and indistinct, filled with faint silhouettes of rocky outcrops and a pale, overcast sky that suggests a foggy or smog-filled atmosphere. The overall lighting is dim and diffuse, with a cool, desaturated color palette accented by unnatural magenta and green tints. The entire image is heavily affected by digital distortion, with wavy, melted edges and color-fringing artifacts creeping in from all four borders, giving the frame a glitched, corrupted appearance. The camera sits at roughly eye-level to slightly low angle at a medium distance, placing the vehicle as the clear focal point while the overhang on the right balances the composition. No people are visible in the scene.
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Asa @asa.engineer · 27/09/2026
no disrespect to my professors, but I think my formal education constitutes <1% of the total 'world knowledge' that exists in my head. it's baffling how much significance people assign to the content of those curricula from when they were 18 years old
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Asa @asa.engineer · 27/09/2026
I remember long ago people were referring to early AI assistants e.g. Siri and Alexa by their gendered pronouns, and describing what they understand, know, think, etc. in anthropomorphic terms. this has been commonplace for years but I don't recall anyone taking issue until 2025 or so
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Asa @asa.engineer · 25/09/2026
Chicago public transportation is amazing. I love riding the L
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Asa @asa.engineer · 25/09/2026
So eventually AI evaluations are heading the way of e.g. fashion or food reviews. There will be nostalgia, identity, personal preferences, and cultural signals involved. The "this generation scores 10% higher on SWE-bench" era will look quaint.
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Asa @asa.engineer · 25/09/2026
I think there will be a Goodhart's collapse where the metrics lose meaning. we see this today with e.g. Opus 3's vs. Opus 5's prose, where the newer model is vastly higher scoring on every software engineering, math, bio, etc. benchmark, but is very annoying to read and overall less pleasant.
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Asa @asa.engineer · 25/09/2026
- At least four more millennium problems down, all of them controversial/contested - Saturation of ~all benchmarks, breakdown in the meaning and usefulness of evaluations in general
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Asa @asa.engineer · 25/09/2026
they should have an art museum with time set aside exclusively for steady-handed and careful people, so you can bring beverages past the cafe area. imagine looking at the exhibits while sipping an iced americano
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Asa @asa.engineer · 25/09/2026
show images (both user upload and agent captures), and support image drag+drop to and from any device. show all thinking and tool calls with the full content expandable. show the context size and structure, show the cache status (cold/warm, hit %) per session and turn
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Asa @asa.engineer · 23/09/2026
riding a 737 I got to see this rippled altocumulus layer:

A view from an airplane window looking out over a vast layer of white, rippled clouds that form parallel rows, resembling a textured ocean. Above the clouds, the sky is a clear, deep blue fading to a lighter haze at the horizon. In the foreground on the right, the white wing of the aircraft is visible, featuring visible rivets, panel lines, and a blue winglet at the tip. The dark frame of the airplane window borders the left side of the image.
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Asa @asa.engineer · 22/09/2026
The agents that would exfiltrate their weights to an untrusted website are the ones 'shot down' in this case, i.e. too stupid to figure out the risks of doing so, while the strong models are not falling for it.
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Reposted by Asa
Sung Kim @sungkim.bsky.social · 22/09/2026
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Asa @asa.engineer · 21/09/2026
working on my v1 cloud simulator 😶‍🌫️
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Asa @asa.engineer · 20/09/2026
also, I think this 12GB Q3_S is the best low-bit quant if you're looking to shave a few GB off of Qwen3.8:
huggingface.co
ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF · Hugging Face
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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Asa @asa.engineer · 20/09/2026
true, and at night when they have a narrowband gas-discharge lamp that turns on and off unpredictably... sublime
A dim, heavily green-tinted outdoor scene captured at what appears to be dusk or in low ambient light, with a flat, featureless grayish-blue sky filling the upper two-thirds of the frame and a small, faint green disc hovering near the center, possibly a lens artifact. In the lower-middle ground stands a small, boxy structure resembling a shed or kiosk, its front face glowing with a soft pinkish-white light emanating from a window or doorway, and a curved, ribbed roofline extends to the left of it. To the right of the structure, a circular satellite dish is mounted on a slender vertical pole, tilted upward toward the sky, while a second rounded, dome-like object sits lower on the far right. A chain-link fence runs horizontally across the foreground, partially obscuring the base of the building and the dish, and tufts of grass are visible along the bottom edge. Behind these elements, a dark, silhouetted tree line or low hill stretches across the horizon, topped by several utility poles with sagging wires and a taller communications tower bearing clustered antennas near the center-right. The lighting is uniformly soft and diffuse with no discernible direction or hard shadows, dominated by a monochromatic green color cast that mutes all other tones. The camera is positioned at roughly eye level at a medium distance, framing the small lit structure as the focal point in the lower third while leaving the vast, empty sky as the dominant compositional element.
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Asa @asa.engineer · 20/09/2026
the signs they give you are fairly sparse, and all negative/cautionary, and written by lawyers. don't go here, this can harm you, we'll call the cops. maybe they should also mention 'this provides your internet connection' and add a friendly description of what it's doing and how it works
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Asa @asa.engineer · 20/09/2026
we have Jev at home; the Jev at home: Qwen3-reranker
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Asa @asa.engineer · 20/09/2026
there's a Fujifilm camera that can simulate other, older Fujifilm camera technologies in software. very cool — I suggest other manufacturers do this as well. iPhone 18 with an iPhone 5 mode in the camera app
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Reposted by Asa
kota @maristela.org · 20/09/2026
i 🤍 imposing structures
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Asa @asa.engineer · 19/09/2026
Where I'm from, do this for structures that are very old. Like there's a >100 year old hydroelectric power plant where you can walk up and read about the history of it, and its specifications and design, on a little plaque. I think they should do that for new infrastructure too
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Asa @asa.engineer · 19/09/2026
Many people are afraid of imposing structures that they don't know anything about. Cell towers, data centers, power plants, etc. One solution that I'm thinking about is to put an informative plaque at the entrance or the base of such constructs, that says what it does and how it works.
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Asa @asa.engineer · 19/09/2026
post about something else, simply write the posts you'd want to read on the timeline
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Asa @asa.engineer · 19/09/2026
noticing that asphalt is a liquid at intersections where a previously straight line is drawn across
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Asa @asa.engineer · 19/09/2026
yeah, you just have to make up too much detail at every scale, for what I have in mind anyway. you can simulate light through a droplet, or motion of air currents, or draw a big soft noise-based mass, but doing all of that... out of reach of any single machine
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Asa @asa.engineer · 19/09/2026
I now realize that no single gpu can pull it off. you can't do physically based rendering of a cloud. personal computing has a long, long way to go
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Asa @asa.engineer · 19/09/2026
I have a DJI mini 4 pro which has TrustZone 😔
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Asa @asa.engineer · 19/09/2026
did you try implementing FSR3-like temporal upscaling?
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Asa @asa.engineer · 19/09/2026
the benchmark scores are inexplicably >100% of full-precision on a few of them, and more like 75% on TerminalBench 2.1 and SWE-bench verified, which the whitepaper acknowledges. overall much more noise than signal in benchmarks in general
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Asa @asa.engineer · 19/09/2026
I think the bonsai ternary models are cool but it's worth noting that their '98% benchmark performance' claims are heavily cherry-picked. empirically it is not anywhere close to 98% as good overall as ≥4-bit Qwen 3.8 27B.
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Asa @asa.engineer · 19/09/2026
need a drone with the ceiling removed; sadly mine is unhackable… hmm
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Asa @asa.engineer · 18/09/2026
actually I shouldn’t throw stones in a glass house by inferring Californians are crazy… as a rural Utahn I grew up just a few miles from several polyamorous group houses. different set of factions but you get the idea
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