2026-01-18 06:45:27
Managing agentic memory with Elasticsearch - Elasticsearch Labs
https://www.elastic.co/search-labs/blog/agentic-memory-management-elasticsearch
Managing agentic memory with Elasticsearch - Elasticsearch Labs
https://www.elastic.co/search-labs/blog/agentic-memory-management-elasticsearch
RE: https://mstdn.social/@ComicContext/115917521588913253
Always sad when out of context comics about fighting Nazis come into context with the posts around it.
More context:
https://www.essence.com/news/money-career/howard-intern-spotify-wrapped/
Basically:
- Spotify Wrapped used to be a dull email
- Design intern proposed turning it into an ~~experience~~, demoed her idea
- They didn’t hire her, but the redesign looks a lot like what she proposed
- Spotify says “nuh-uh, and besides lots of people contributed to it.” OK.
https://hachyderm.io/@thomasfuchs/115741043600230762
OpenAI releases GPT‑5.2-Codex, with improvements on long-horizon work through context compaction, stronger performance on large code changes, and more (OpenAI)
https://openai.com/index/introducing-gpt-5-2-codex/
You want to stay up to date with trustworthy news coming out of Minnesota.
Below,⬇️ I’ve compiled outlets and individuals documenting and contextualizing the federal government’s assault on The North Star State
with links to their websites and social media presences.
Follow them and get to spreading the information Americans need to see.
I’m including some social media accounts because eyewitness footage is important to the public interest at a time when we know the …
from my link log —
Building a baseline JIT for Lua automatically.
https://sillycross.github.io/2023/05/12/2023-05-12/
saved 2023-05-13 https://
I Guess I’m now the first ever Indiekit Instance on the #fediverse
Thanks to Fedify
{
"@context": [
"https://www.w3.org/ns/activitystreams",
"
Veganism, a thread 🧵:
Having gone vegan, I genuinely struggle now to square vegetarians' love of animals with the realities of the dairy and egg industries. For context, I grew up vegetarian and went vegan about 5 years ago now, but I realized the inherent moral tension back in college (I just wanted to do some research to ensure I wasn't losing nutrition and stuff, more on that later).
1/?
The Thomson Reuters Foundation says its news brand, Context, will be "phased down", some staffers will lose jobs, and the site will remain up as an archive (Antonio Zappulla/Thomson Reuters Foundation)
https://www.trust.org/2026/02/12/statement-…
Display brightness: "… some backlight hardware simply is not controllable with FreeBSD …" – true or false?
Would "not easily controllable" be truer?
<https://www.reddit.com/r/freebsd/comments/1pn9flt/comment/nufe3nf/?context=1…
VRCX is a way better tool than I ever imagined. Back when I heard about it for the first time, it just sounded like one of those lowkey stalker tools. But it's actually so good. Being able to see things like when I met a person and where, how much time we've been together, etc. is really helpful. I often struggle remembering stuff like this and VRCX gives me just the right amount of context I need to remember.
Anthropic launches Claude Sonnet 4.6 with improvements in coding, consistency, and more, for Free and Pro users; it features a 1M token context window in beta (Anthropic)
https://www.anthropic.com/news/claude-sonnet-4-6
"I am the programming equivalent of a home cook."
I have talked about it for programming and making, this idea that it can be for personal enrichment, and even mental health, and always thinking about the things you produce in a capitalist/consumer context can be... not great.
https://www.robinsloan.com/…
Next up at #12Clouds: Peco @ Autoptic explaining how context windows work.
Towards the end of Dawn of Everything, Graeber/Wengrow talk about how a clan system within tribes allowed individuals to move between tribes. These clan/moiety systems meant that there was always a "family" to be adopted into, and a common frame of reference. The authors posited that these systems evolved partially to resist authoritarian centralization.
What they didn't talk about is the fact that religious communities serve a similar function within the context of the modern nation state...
Memory in the Meme
We live in an age of disposable context. We scroll through the infinite ribbon of the glass screen, pausing only for a microsecond to register a flicker of recognition before sliding our thumb upward, condemning the moment to the digital abyss. We have been trained by the Technocrats, those right-brained architects of our algorithmic prisons, to view this behavior as consumption.
The 2025 Web Almanac mistook me.
I did *not* say LLMs provide better image descriptions. I cited SeeingAI and Be My Eyes as tools for undescribed IRL uses.
I said LLM-generated captions could be better than craptions. I mentioned abstracts / reading-level changes, which could be summaries?
But “better” image descriptions is right out.
AI tools used in a medical context are easily fooled by misinformation that's delivered in an authoritative tone.
That’s the finding of a recent study published in The Lancet Digital Health which assessed the outputs of 20 LLMs used in a medical context, including models specially trained on medical data.
Fanart made for someone not afraid to punch fascists
Source
https://i.redd.it/r3nvbd8b0ujg1.jpeg
Context:
Reading many posts about "oh, how awful is GenAI , it was wrong and hallucinated", that is the nature of this technology folks... You have to think about the context where you are using it and implement it in a way so you can mitigate this risk, accept it, or choose NOT to use it.
#ai #hallucinations
Anthropic donates the Model Context Protocol to the Agentic AI Foundation and says there are now more than 10,000 active public MCP servers (Anthropic)
https://www.anthropic.com/news/donating-the-model-context-protocol-and-esta…
Went out shopping with the kiddo and she asks me questions. I love to explain stuff her and provide background and context information. Quickly I realize she has mentally check out already. Eventually she says: do you have someone to talk to during your day?
Such a sassy Smurf
Already 6 years old, so not even taking into account post-2022 hyperscaling, this is a sobering, very rational and well argued 20 min presentation for some cold flush reality check of the hot fever dreams of AI proponents (and all YOLO energy/resource guzzlers of any walk/standing):
Blip (2020)
https://www.youtube.com/watch?v=cd…
I have a mystery to solve, for people speaking #German.
More context: it's a small empty space next to a staircase on the second floor of a fort.
@… I talk about it in context of feedback loops. The sooner you can get feedback from your team, the sooner you can stop yourself potentially wasting time doing something the team doesn’t agree we should be doing in the first place.
It’s much easier to hear “Whoa hold up, that’s not what we agreed on” when you’ve spent an hour than a week.
This video feels like great context for the Le Guin quote. I have some notes, but I do think it's interesting to look at the overlaps and realize that times of utter and complete hopelessness can sometimes be times where vast opportunity hides just under the surface.
https://youtu.be/rMfdCZ3MeXM
Revisit the project management triangle in the context of #AI.
https://en.wikipedia.org/wiki/Project_management_triangle
So the basic idea is that quality is essentially co…
By Karl Bode
"CEO said a thing!" journalism is now utterly pervasive, and includes parroting billionaire and CEO claims with a total disregard for whether or not anything being said is actually true.
Despite the fact Musk has increasingly shown himself to be a conspiratorial white supremacist with a head full of room temperature butterscotch, the U.S. press is demonstratively un…
This is a striking statement from somebody in his position. We all know it’s true; the news here is that this person in this context is willing to say it so bluntly.
https://mastodon.social/@eunews/115718839488535199
bad time for my NAS to be 87% full https://www.techmeme.com/260215/p6#a260215p6
Liam Neeson Narrates Anti-Vax, Pro-RFK Documentary (Walker Bragman/Important Context)
https://www.importantcontext.news/p/liam-neeson-narrates-anti-vax-pro
http://www.memeorandum.com/251211/p65#a251211p65
Metacurity operates outside the infosec news echo chamber to track patterns, context, and connections that most other sources miss.
Check out today's issue for the most critical developments you should know, including
--Defense companies face a 'relentless barrage' of cyberespionage, Google,
--Fugitive sentenced to 2 years for pig butchering money laundering,
--Coupang data breach scope was more massive than reported,
--Discord to demand face scans or…
Following federal cuts to history-focused organizations, the president of the Canadian Historical Association, Colin Coates, sent this letter to Marc Miller, the Minister of Canadian Identity and Culture.
One thing might not be obvious: Coates's reference to Carney's recent Quebec City speech suggests Canadians' need for historical context right now. He doesn't agree with Carney's claims. In fact, most Canadian historians would dispute them.
Don't know who this guy is, but I would love someone else's take on what he is saying here. I can't decide if this is utterly apocalyptic, or a guy who is just up to his eyeballs in the Kool-Aid.
Context: was sent to me by a financial advisor friend
https://shumer.dev/something-big-is-ha
Welcome to the Resistance:
Eric Blanc, Leah Greenberg, and Waleed Shahid
on the liberal resistance’s sharp left turn since Trump returned to the White House.
Liberals are voting for Zohran at the ballot box,
fighting ICE in the streets,
and just generally looking favorably upon social democracy.
This discussion puts the moment in historic context and plots out the strategic exigencies and opportunities ahead.
TIL: Der deutsche Staubsauger-Hersteller Vorwerk hat 1986 den Chaos Computer Club verklagt.
Stichwort: Morbus Kobold.
(Sorry, ich lache immer noch...)
https://www.spiegel.de/politik/propeller-am-penis-a-516cb375-0002-0001-0000…
Amazon Ads announces the open beta of its Model Context Protocol, which lets advertisers connect AI agents to Amazon Ads through a single integration (Trishla Ostwal/Adweek)
https://www.adweek.com/media/amazon-agentic-ads-model-context-protocol/
A look at Model Context Protocol and how it went from a passion project made by Anthropic employees to an industry standard shared through the Linux Foundation (Hayden Field/The Verge)
https://www.theverge.com/ai-artificial-int
I'm not an expert on the #Epstein files.
However, it does seem ridiculous to me that any person mentioned in the #EpsteinFiles or having had contact with Epstein is now considered a bad person. 🤷
To me, it would require a certain context or deeper involvement in those
If you’re interested in the theory and epistemology of digital and computational humanities, especially in the context of historical research:
Call for Participation
🞲 Workshop on Structure and Interpretation: Towards Computational Historiographical Modeling
https://www.unil.ch/events/1770376802338
If you’re interested in the theory and epistemology of digital and computational humanities, especially in the context of historical research:
Call for Participation
🞲 Workshop on Structure and Interpretation: Towards Computational Historiographical Modeling
https://www.unil.ch/events/1770376802338
If you’re interested in the theory and epistemology of digital and computational humanities, especially in the context of historical research:
Call for Participation
🞲 Workshop on Structure and Interpretation: Towards Computational Historiographical Modeling
https://www.unil.ch/events/1770376802338
By-the-way, it is time for us to review that aspect of international law that is known as the "head of state doctrine".
https://ir.lawnet.fordham.edu/cgi/viewcontent.cgi?article=2279&context=ilj
In the context of visual prostheses for the blind, more scientists should be working on "mental imagery engineering" to nudge the human brain toward making the best of degraded or transformed visual input https://www.google.com/search?q="mental imagery engineering"
facebook_friends: Maier Facebook friends (2014)
A small anonymized Facebook ego network, from April 2014. Nodes are Facebook profiles, and an edge exists if the two profiles are "friends" on Facebook. Metadata gives the social context for the relationship between ego and alter.
This network has 362 nodes and 1988 edges.
Tags: Social, Online, Unweighted, Metadata
With 100 authors represented and 300 texts in our database, Literature in Context is a true open access replacement for proprietary publisher materials, "inclusive access" plans, and anthologies that have some of what you want.
Literature in Context
https://anthologydev.lib.virginia.edu/index.html
RE: https://social.secret-wg.org/@lars/115865888017502265
If, in the context of people lashing out over having their projects described as slopware, you are wondering whether people on the fediverse can productively engage in criticism too: Yes, like thi…
Outside the context of instant messaging, emoji are a better signifier of AI than em-dashes.
The Raiders shouldn’t crown Klint Kubiak yet https://raiderramble.com/2026/01/13/the-raiders-shouldnt-crown-klint-kubiak-yet/
via @stongleton@threads.net
context: https://www.usatoday.com/story/money/2026/01/05/dhs-blasts-hilton-hotel-canceled-ice-reservation/88037098007/
Da is übrigens der Einstieg in das Bildarchiv (Jovan Ritopečki’s
photographic
documentation
of Yugoslav
labor migration
in Austria), auf das Du unlängst hingewiesen hast, @… :
RE: https://mastodon.social/@sil/115683600028649718
This. And yet: looking at its context, it was _shipped_ soon after that prototype period, renamed to 'java'script to tack on to the zeitgeist, and built as a glue language without basic debugging. Some of the mistakes persist!
But it did in fact turn into a reasonable language that's fully developed. Not without deep flaws, but most real systems have deep flaws. The _way_ the half-assing plays out matters a lot.
RE: https://mastodon.gamedev.place/@lritter/116059740853317791
ICYMI, some context for the below and recent developments:
One of the strongest factors in building and motivating an organization as a leader is saying out loud regularly that you care about people.
As Alicja frames, it's the difference between knowing what ice cream tastes like and actually eating ice cream.
It is so SO meaningful to tell people that you care about them, that you value their expertise and work, that they deserve to be respected and supported, and so on. Customize it to the individual situation: identify what someo…
"The governor’s proposed 2026–27 budget includes no funding for existing affordable housing. Federal housing programs face deep uncertainty. Locally, San Francisco is staring down a structural deficit... In this context, proposals to eliminate transfer taxes and weaken development impact fees...are deliberate choices that would lock in housing scarcity for years to come."
If you hear the number "1033" out of context what do you immediately think of?
Randomly found 2 typos on @… Deploy today.
Something about the fonts used that makes them look more annoying somehow.
For context, "Deno Deploy is Generally Available" https://deno.com/blog/…
> if you think about it in the context of the training models—it has a rough sense that you’re like a 37 year old guy on Reddit. That’s the kind of person that it’s doing the continuation for, because that’s a big chunk of the training corpus.
> I often tell people whenever they send me a message like, “a large language model said I should do x, y, z.” what you’re really saying is, “a 37 year old guy on Reddit said it,” and you’ve got roughly the same amount of information
Fork, Explore, Commit: OS Primitives for Agentic Exploration
Cong Wang, Yusheng Zheng
https://arxiv.org/abs/2602.08199 https://arxiv.org/pdf/2602.08199 https://arxiv.org/html/2602.08199
arXiv:2602.08199v1 Announce Type: new
Abstract: AI agents increasingly perform agentic exploration: pursuing multiple solution paths in parallel and committing only the successful one. Because each exploration path may modify files and spawn processes, agents require isolated environments with atomic commit and rollback semantics for both filesystem state and process state. We introduce the branch context, a new OS abstraction that provides: (1) copy-on-write state isolation with independent filesystem views and process groups, (2) a structured lifecycle of fork, explore, and commit/abort, (3) first-commit-wins resolution that automatically invalidates sibling branches, and (4) nestable contexts for hierarchical exploration. We realize branch contexts in Linux through two complementary components. First, BranchFS is a FUSE-based filesystem that gives each branch context an isolated copy-on-write workspace, with O(1) creation, atomic commit to the parent, and automatic sibling invalidation, all without root privileges. BranchFS is open sourced in https://github.com/multikernel/branchfs. Second, branch() is a proposed Linux syscall that spawns processes into branch contexts with reliable termination, kernel-enforced sibling isolation, and first-commit-wins coordination. Preliminary evaluation of BranchFS shows sub-350 us branch creation independent of base filesystem size, and modification-proportional commit overhead (under 1 ms for small changes).
toXiv_bot_toot
This is an important announcement. Google uses it's ecosystem to gain an advantage, "Announcing Model Context Protocol (MCP) support for Google services"
https://cloud.google.com/blog/products/ai-machine-learning/ann…
A now-removed Ars Technica article, covering how an AI agent wrote a hit piece about an open source project maintainer, seems to have included AI hallucinations (Scott Shambaugh/The Shamblog)
https://theshamblog.com/an-ai-agent-published-a-hit-piece-on-me-part-2/
This is at Selby & Western, between Nina’s and W. A. Frost.
Some context for out-of-towners: this is a fairly affluent neighborhood, fairly white, mix of renters and homeowners, lots of lavishly restored 19th- and early 20th-century brick buildings and popular restaurants. There are old railroad tycoon mansions a few blocks away on Summit Ave. The St. Paul cathedral is just up the street.
If you were trying to preserve a sense of safety and normalcy among the comfortable and the influential in order to survive an upcoming election, this is the sort of place you’d tell your secret police goons to steer clear of.
Photos are from here: https://bsky.app/profile/andrewkarre.bsky.social/post/3melwi55orm2w
Apple confirmed that Google Gemini will power the next-generation version of Siri that is slated to launch later this year.
The next-generation version of Siri is expected to be introduced with iOS 26.4,
which will likely be released to the general public in March or April.
The new capabilities will include better understanding of a user's personal context, on-screen awareness, and deeper per-app controls.
For example, Apple showed an iPhone user asking Siri abou…
facebook_friends: Maier Facebook friends (2014)
A small anonymized Facebook ego network, from April 2014. Nodes are Facebook profiles, and an edge exists if the two profiles are "friends" on Facebook. Metadata gives the social context for the relationship between ego and alter.
This network has 362 nodes and 1988 edges.
Tags: Social, Online, Unweighted, Metadata
Google launches Gemini Personal Intelligence, linking to Gmail, Google Photos, Search, and YouTube history to provide context-aware responses, for paid users (Sabrina Ortiz/ZDNET)
https://www.zdnet.com/article/google-gemini-personal-intelligence/
#OpenAI and #Anthropic Donate AGENTS.md and Model Context Protocol to New Agentic AI #Foundation
This screenshot might help to put things in context.
Fifteen minutes after my first toot to Old Man in the Shoe (politely requesting a URL), I sent a private message to another stranger (someone I follow) who had publicly expressed emotional turmoil.
I was genuinely in the mood to help strangers.
I don't have a great deal of patience with people who rush to make false assumptions and insults.
A good friend of mine has the Muppet character "Beaker" as his avatar. For reasons.
He offers me advice. I offer him advice. We chat. These are #ChatsWithBeaker
For context - he was in a call with $VENDOR - and asked me to guess what they were trying to sell him.
Now aside from advising him to read the wonderful article at
“In 1976, #BuckminsterFuller stated that “it’ll take 50 years [to 2026!] for us to realize that our institutions are rooted in an inaccurate understanding of the world. And they will become so dysfunctional in 50 years that we cannot fix them… They will disintegrate before our very eyes, every single institution of humanity. And that’s when we will need to reinvent, recreate institutions for the human family that are rooted in the truth of the more accurate understanding of the world, the context of sufficiency.” (Reported by Lynne Twist who attended this lecture at Marin Civic Center in 1976.)”
BFI #TrimTab Vol. 30 No. 1 January 2026
https://mailchi.mp/bfi.org/bfi-trimtab-vol-27-no-11-november-13868896
Neurons in auditory cortex integrate information within a constrained and context-invariant temporal window (in ferret auditory cortex) https://www.cell.com/current-biology/fulltext/S0960-9822(25)01479-4 integration windows in human auditory cortex "range from a…
I’m delighted to hear more people talking about data poisoning in the context of mass surveillance.
This video has YouTube Syndrome (overlong to reach 10 min, filler, spends too long teasing the actual info), but starts getting into the heart of it around 3:45.
I was hoping for more actionable advice about active poisoning toward the end, and not just “like nicer stuff on social media,” but…good start, glad people are talking.
https://chaos.social/@afelia/116048491771210434
“Throughout our trip to Germany, most of the conversations I had with other survivors and their families reliably returned to fears and intergenerational traumas in the context of the Trump presidency; the rise of nationalism, authoritarianism and uncertainty in the U.S. and around the world. But although this was at the height of devastating reports of famine and genocide emerging from Gaza, everyone in our group, especially the Jews, seemed to make a concerted effort to avoid mention of Pa…
GPT-5.2 models match GPT-5 and 5.1 with a 400K context window and 128K max output tokens, but have a newer knowledge cutoff of Aug. 31, 2025 vs. Sept. 30, 2024 (Simon Willison/Simon Willison's Newsletter)
https://simonw.substack.com/p/gpt-52-and-useful-patterns-for-…
facebook_friends: Maier Facebook friends (2014)
A small anonymized Facebook ego network, from April 2014. Nodes are Facebook profiles, and an edge exists if the two profiles are "friends" on Facebook. Metadata gives the social context for the relationship between ego and alter.
This network has 362 nodes and 1988 edges.
Tags: Social, Online, Unweighted, Metadata
@… see, for example, <https://old.reddit.com/comments/1pf68ci/-/ntmz37p/?context=3> (you may need to click to reveal comme…
Google tests AI-powered overviews on some publications' Google News pages; publishers like Der Spiegel, El País, and WaPo in commercial partnerships get paid (Aisha Malik/TechCrunch)
https://techcrunch.com/2025/12/10/goog
Multiple responses from DeepSeek's namesake chatbot confirm that the startup has expanded the context window of its flagship AI model from 128K tokens to 1M (Ben Jiang/South China Morning Post)
https://www.scmp.com/tech/tech-trends/arti…
This from @… is a very good question. My own educated guess is that ICE has been compiling a “future harassment” list, rather than already having a “kill list;” the former makes far more sense in the context of their behavior here and Good’s history.
Regardless of the answer, it is a •very• good question. If Congress had a spine, they’d be marching DHS in front of them to answer it.
https://mastodon.social/@gooba42/115860722794412354
Fixing Noisy Logs with #OpenTelemetry Log #Deduplication
https://www.dash0.com/guides/opentelemetr…
Google tests AI-powered overviews on some publications' Google News pages; publishers like Der Spiegel, El País, and WaPo in commercial partnerships get paid (Aisha Malik/TechCrunch)
https://techcrunch.com/2025/12/10/goog
Putting this in the context of decades of US imperialism is both appropriate and necessary. Look at this map: even just in the Americas, this US-instigated coup of a foreign country has a long and miserable series of precedents.
However…
https://mastodon.ie/@2legged/115830727173641772
WhatsApp rolls out new group chat features: member tags that show user roles, text stickers generated from any word, and custom event reminders (Aisha Malik/TechCrunch)
https://techcrunch.com/2026/01/07/whatsapp-rolls-out-new-group-chat-features-memb…
Anthropic says Claude can now keep a chat going indefinitely, automatically summarizing earlier context when it hits its context window (Russell Brandom/TechCrunch)
https://techcrunch.com/2025/11/24/anthropic-releases-opus-4-5-with-new-ch…
“Would it be particularly helpful to have some text that would be •typical• in a given context, even if the text is possibly •incorrect•?”
∑ vet potential applications of LLMs with this one weird question!
Anthropic says Claude Opus 4.6 supports a 1M context window, scored 90.2% on BigLaw Bench, the highest for any Claude model, and boosts agentic capabilities (David Gewirtz/ZDNET)
https://www.zdnet.com/article/anthropic-claude-opus-4-6-first-try-work-deliv…
OpenAI launches Frontier, an AI agent management platform that provides shared context, onboarding, and permission boundaries, available to select customers (Robert Hart/The Verge)
https://www.theverge.com/ai-artificial-intelligence/874…
Google debuts Titans, an architecture combining RNN speed with transformer performance for real-time learning, able to scale effectively to a 2M context window (Google Research)
https://research.google/blog/titans-miras-helping-ai-have-long-term-memory/