FlowStateMinded

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FlowStateMinded

FlowStateMinded

@FlowStateMinded

Finding that flow state.

Katılım Kasım 2021
1.3K Takip Edilen123 Takipçiler
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beamnxw ./
beamnxw ./@beamnxw·
This paper is f*cking brilliant A computer science paper establishes harness engineering as the primary determinant of AI agent reliability The result: the ETCLOVG seven-layer architecture unifies execution sandboxes, tool protocols, context state, lifecycle graphs, observability, verifiers, and governance The crazy part is how harness engineering boosts performance without changing the underlying model Optimizing the execution harness alone increased SWE-bench coding benchmarks from 6.7% to 68.3% Most developers try to fix agent failures by upgrading to larger LLMs This framework shifts system reliability from model weights to deterministic harness architecture Read the complete paper + article below Bookmark it for future reference
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beamnxw ./@beamnxw

x.com/i/article/2080…

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FlowStateMinded
FlowStateMinded@FlowStateMinded·
Southern Mama@SouthernMB82

Meet Rashmi Nandagudi Badrinath, a Franklin resident who works as a solutions architect for the Artificial Intelligence Division of Schneider Electric’s North American arm in Tennessee. She designs scalable machine learning frameworks for the company’s energy management and industrial automation platforms, while also spearheading the testing, validation, and cross-functional deployment of complex AI models. Her journey from India to Middle Tennessee began in Bengaluru, where she earned a master’s degree in computer science from Visvesvaraya Technological University. She soon joined the Indian division of Dell EMC, located in Karnataka. Following her tenure at Dell EMC, which ended in 2022, Badrinath spent the next three years navigating the U.S. immigration process. This transition culminated in March 2025 when she relocated to Tennessee to join Schneider Electric’s expanding AI hub, initially working as a quality assurance engineer before advancing into her current architecture role. Badrinath most likely entered the U.S. on an H-1B specialty occupation visa sponsored by Schneider Electric. Data from the National Center for Education Statistics, however, reveals her skills are far from rare. Out of the 51,000 students who graduate with a master’s degree in computer science in the U.S. annually, more than 20,000 are American citizens. While the specific details of her compensation package remain private, industry benchmarks place her annual salary in the $200,000 range. By comparison, the average salary paid to an American citizen in a similar architectural role sits lower, at roughly $175,000 per year. Why should Americans care about Schneider Electric’s hiring practices? The answer lies in the massive amount of public funding the company receives. Over the last decade, the energy giant has directly secured more than $7.65 million in Tennessee taxpayer funds. The corporation also continuously benefits from lucrative, state-level statutory incentives, including heavily reduced utility rates. Furthermore, the company capitalizes on indirect taxpayer windfalls through high-profile partnerships. In March 2025, Schneider Electric finalized a five-year contract with the Tennessee Titans to serve as the official energy management partner for the new Nissan Stadium, scheduled to open in 2027. The $2.1 billion stadium project is backed by one of the largest public sports subsidies in U.S. history, with more than $1.25 billion funded directly by Tennessee taxpayers. Aside from the fact that Schneider Electric benefits from public funds while relying heavily on international workforce pipelines, a deeper national security issue emerges. Badrinath operates within a division integrated entirely into American critical infrastructure. Her work directly feeds the data centers and power grids managed under the oversight of Indian-born Vandana Singh, the senior vice president of the Secure Power Division. Singh, who initially entered the U.S. on an F-1 student visa to attend Wake Forest University, spent more than two decades as an executive at Dell before transitioning to Schneider Electric. This leaves Tennessee taxpayers in the unsettling position of subsidizing a multibillion-dollar foreign corporation that bypasses a robust domestic talent pool in favor of international workers, all while handing the digital keys of America's energy infrastructure to non-citizens. As long as public funds continue to flow into corporate hands without strict domestic hiring mandates, American engineers will remain underrepresented in the very industries their own tax dollars are funding. If corporate giants are going to rely on American tax dollars to build national infrastructure, it is time they rely on American minds to secure it.

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Giordano Bruno
Giordano Bruno@GioBruno1600·
WHY❓are conservative women always so pretty inside & out, like Sophie Cunningham and Sydney Sweeney.
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Restore USA Caucus
Restore USA Caucus@RestoreCaucus·
It is beyond insanely infuriating, to have worked towards a Masters in Computer Science with almost 20 years experience - yet every job offer is an Indian name. They steal our 6 figure jobs and our American dream overnight. The Civil War has already begun, this is it.
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Pro America Politics
Pro America Politics@proamericapol·
Caitlin Clark is a good basketball player. But, while she's treasuring her moments shared with Barrack Obama and apologizing for her white privilege, Sophie Cunningham is stepping up as the hero young girls need. Clark is the better basketball player, but Sophie Cunningham is the REAL role model for the next generation. Agree or disagree?
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Steve Clemans
Steve Clemans@Steve09812·
It is with profound sorrow that we bid farewell to Jeanne Gibson, our beloved Rosie the Riveter, has passed away today, July 29, 2026, at the remarkable age of 100. With her passing, we don't simply mourn the loss of a beloved friend, we honor the life of an American hero whose courage, dedication, and unwavering spirit helped shape history, and will continue to inspire generations to come.📷📷 At just 18 years old, Jeanne left her home in Minnesota in the summer of 1944 and answered her nation's call, becoming a welder at Todd Pacific Shipyards in Seattle. With determination and grit, she helped build destroyers that strengthened the Allied war effort during World War II. She later continued her service with the Army Transportation Corps in Juneau, Alaska, embodying the resilience and patriotism of the Greatest Generation. Yet Jeanne's legacy extended far beyond the war. She earned her Ph.D., dedicated three decades to teaching, earned her private pilot license, and spent the rest of her life proving that courage, determination, and purpose know no age. In 2024, Jeanne and her fellow Rosies were collectively awarded the Congressional Gold Medal, one of our nation's highest civilian honors, recognizing the extraordinary women whose sacrifices and determination helped secure victory during World War II. To all of us at Pacific Historic Parks, Jeanne was far more than a Rosie, she was family. She traveled to Hawaiʻi time and again to share her remarkable story with visitors, inspire local students, and ensure that the sacrifices of the Home Front would never be forgotten. Her radiant smile, generous heart, and boundless enthusiasm touched every life she encountered. She had a special gift for encouraging young girls, reminding them that no dream was too big and no obstacle too great. Through her words and her example, she inspired generations to believe in themselves and pursue lives of courage, service, and purpose. Jeanne remained a tireless advocate for preserving the legacy of the Rosies, volunteering at Rosie the Riveter WWII Home Front National Historical Park on "Rosie Fridays" and ensuring the stories of the women who helped win the war would continue to inspire future generations. In one of life's poignant moments, just days before her passing, Jeanne was celebrated with a Wall of Honor banner at the park she loved so dearly and recognized during a San Jose Earthquakes halftime ceremony honoring Bay Area heroes. It was a fitting tribute to a woman whose life was defined by selfless service, quiet strength, and extraordinary grace. Though Jeanne has taken her final flight, her legacy will never fade. It lives on in every story she shared, every young person she inspired, every life she touched, and in the enduring example of courage she leaves behind. Our hearts are with Jeanne's family, her fellow Rosies, and all who were blessed to know and love her. Rest in peace, Jeanne Gibson. Thank you for answering the call when your country needed you most. Thank you for showing generations what courage looks like. We will remember you always
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Neo Kim
Neo Kim@systemdesignone·
13 books that will make you an S-tier software engineer (save now)
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FlowStateMinded@FlowStateMinded·
@ggreenwald Do women have agency? Serious question. She seems to think not. Maybe we should listen to women?
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Glenn Greenwald
Glenn Greenwald@ggreenwald·
The woman who had an affair with Gavin Newsom when they were both married (he was 38, she 33), says only he -- not she -- bears responsibility even though there was no coercion, because he had more "power." What a moronic, infantile way to immunize yourself from responsibility.
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Pia Szabo
Pia Szabo@0xPia·
quarterly reminder to use this prompt to get your AI writing to sound better: No antithesis. No corrective negation. No paragraph pinning. No parataxis. No summary beats. No rhetorical crutches. No negative parallelisms. No negative anaphoras. No contrasting pairs. No rule of three. No em dashes. No throat-clearing openers. No landing sentences. No setup/payoff constructions. No parallel sentence structures within a paragraph. Vary sentence length unpredictably. No stacked noun phrases. No filler intensifiers (genuinely, really, truly, actually). No corporate-register verbs (leverage, underscore, reflect). No nominalization. No hedging qualifiers. Write for the spoken voice. No performed enthusiasm.
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juan
juan@juanbuis·
i can’t believe someone solved recipe design decades ago and everyone just decided to ignore it
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Ed
Ed@IndyEd219·
@AZ_Intel_ Where are the "it's not all of them, but it's always them" police at? The fatigue police are quite silent when it's non minority. I wonder why?
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darkzodchi
darkzodchi@zodchiii·
holy sh*t this is actually free graph engineering is about to be the most valuable skill in AI... and an entire university program on it is public on GitHub it's a full graduate course on knowledge graphs, lecture by lecture the pipeline, end to end: representation → ontology → entity extraction → relations → events → quality gate → fusion → embeddings → memory your agent can traverse I compressed that path into a Claude skill: 1. clone the repo 2. hand the skill to Claude 3. done, it walks you through the whole pipeline on your own project save and bookmark this no matter what 👇
rody@0x_rody

x.com/i/article/2081…

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Daily Wire
Daily Wire@realDailyWire·
Divorce is statistically more damaging to a child's education than the death of a parent. And yet every powerful institution in the country is working overtime to convince you that divorce is empowering. This article says what most people will not. Read it on The Daily Wire.
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Avid
Avid@Av1dlive·
IBM just dropped a 100% free 1-hour course on mastering Graph Engineering from scratch. this is the clearest breakdown of graph memory and multi-agent orchestration you'll find anywhere : • 00:00 - Introduction to knowledge graphs • 05:35 - Building your first agentic graph • 19:59 - Agentic memory powered by graphs • 30:39 - Graphs for multi-agent orchestration it replaces 10 paid courses on agentic engineering. watch it today, then read the article below on how to become a knowledge graph engineer ↓
wandermist@wandermist

x.com/i/article/2080…

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Mr. Buzzoni
Mr. Buzzoni@polydao·
How to run your whole workday on loops instead of prompts 📁 loop-engineering ┃ ┣📁 Contract ┃ ┣📁 /claude-md ┃ ┣📁 /house-rules ┃ ┣📁 /tone-and-scope ┃ ┗📁 /stop-conditions ┃ ┣📁 Loop Types ┃ ┣📁 /turn-based ┃ ┣📁 /goal-based ┃ ┣📁 /time-based ┃ ┣📁 /proactive ┃ ┗📁 /auto-mode ┃ ┣📁 Triggers ┃ ┣📁 /schedule ┃ ┣📁 /on-file-change ┃ ┣📁 /on-pr-open ┃ ┣📁 /on-ci-fail ┃ ┣📁 /on-new-issue ┃ ┗📁 /manual-kickoff ┃ ┣📁 Verifiers ┃ ┣📁 /verifier-md ┃ ┣📁 /adversarial-reviewer ┃ ┣📁 /fresh-context-grader ┃ ┣📁 /test-runner ┃ ┣📁 /lighthouse-check ┃ ┗📁 /diff-sanity ┃ ┣📁 Skills ┃ ┣📁 /skill-creator ┃ ┣📁 /self-check ┃ ┣📁 /research-sweep ┃ ┣📁 /refactor-pass ┃ ┣📁 /doc-sync ┃ ┗📁 /skill-scout ┃ ┣📁 Graph Shapes ┃ ┣📁 /chain ┃ ┣📁 /diamond ┃ ┣📁 /router ┃ ┣📁 /cycle ┃ ┗📁 /merge-verify ┃ ┣📁 Isolation ┃ ┣📁 /git-worktrees ┃ ┣📁 /sandbox-run ┃ ┣📁 /branch-per-loop ┃ ┗📁 /blast-radius ┃ ┣📁 Budget ┃ ┣📁 /turn-cap ┃ ┣📁 /model-routing ┃ ┣📁 /cheap-model-first ┃ ┣📁 /token-report ┃ ┗📁 /cost-per-run ┃ ┣📁 Memory ┃ ┣📁 /company-brain ┃ ┣📁 /past-runs ┃ ┣📁 /decisions-log ┃ ┣📁 /known-failures ┃ ┗📁 /context-handoff ┃ ┣📁 Hooks ┃ ┣📁 /pre-commit ┃ ┣📁 /post-run ┃ ┣📁 /on-error ┃ ┗📁 /notify-me ┃ ┣📁 Daily Loops ┃ ┣📁 /ci-babysitter ┃ ┣📁 /pr-triage ┃ ┣📁 /inbox-sweep ┃ ┣📁 /bug-hunt ┃ ┣📁 /dependency-watch ┃ ┗📁 /morning-report ┃ ┗📁 Ops ┣📁 /run-sh ┣📁 /loop-registry ┣📁 /failure-postmortem ┣📁 /pilot-before-scale ┗📁 /weekly-review
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Strider
Strider@TraderStrider·
Tesla H1B filing for a Sr Accountant at $105,276 salary. Apparently Tesla is not capable of finding an American accountant? Any thoughts @elonmusk ?
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Elon Musk@elonmusk

@AdaLluch Anyone who opposes remigration is a traitor

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Asuka
Asuka@asuka_aryan·
China is an ethnostate with an average IQ of 100+ whilst White nations have become multi racial dumpster fires that have squandered vast wealth on funding the existence of parasitic & destructive third world biomass. We are not able to progress because we are funding vast numbers of foreign parasites who are biologically incapable of contributing anything of value.
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George Galloway@georgegalloway

It’s hard to describe just how far out in front of us is China 2026. Luckily record numbers are checking out for themselves. Increasingly visa-free travel makes it easier than it’s ever been. I’ve just been on a “High-speed train” which description fails to do justice. It travels like the wind. If you closed your eyes you wouldn’t know you were moving. China has 50,000 miles of it. It links cities so far better than ours it brings me to tears. Clean. Crime free. The cops don’t carry guns and their cars don’t have sirens, only flashing lights. Prices are so cheap I’m scared to tell you. A slap up lunch £2.50. Shirts £12. Deluxe taxis (BMW electric) £4. And this in a Tier 1 City (Beijing Shanghai Guangzhou Shenzen). It’s cheaper elsewhere! The shops are tumbling with goods from the west (at Chinese prices - western goods are of course mainly made in China) from the east often Russia and from a home manufacturing base easily the biggest in the whole world. Nobody litters or jaywalks, nobody lays in shop doorways, nobody begs. Vertiginous towers of bewildering variety arise everywhere. At night these cities don’t even look real. I have a young wife. When she was born Shenzen was a one-horse town nobody outside had ever heard of. Today it is a Wonder of the World. One of dozens. If you deny it, you’re a fool. George Galloway

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diva
diva@divaagurlxw·
As an AI Engineer. Please learn >Harness engineering, not just prompt engineering >Context engineering, not just long prompts >Prompt caching vs. semantic caching tradeoffs >KV cache management, eviction, reuse, and memory pressure at scale >Prefill vs. decode latency and why they optimize differently >Continuous batching, paged attention, and throughput optimization >Speculative decoding vs. quantization vs. distillation tradeoffs >INT8, INT4, FP8, AWQ, GPTQ, and when quantization hurts quality >Structured output failures, schema validation, repair loops, and fallback chains >Function calling reliability, tool contracts, argument validation, and idempotency >Agent guardrails, loop budgets, tool budgets, and termination conditions >Model routing, graceful fallback logic, and degraded-mode UX >RAG architecture: chunking, embeddings, hybrid search, reranking, and freshness >Retrieval evals: recall, precision, grounding, attribution, and citation quality >Evals: golden sets, regression tests, adversarial tests, LLM-as-judge, and human evals >LLM observability as a first-class discipline: traces, spans, tokens, latency, errors, and drift >Cost attribution per feature, workflow, tenant, and user journey not just per model >Safety engineering: prompt injection defense, data leakage prevention, and permission boundaries >Multi-tenant isolation, cache safety, and cross-user context contamination prevention >Fine-tuning vs. in-context learning vs. RAG vs. distillation and when each is the wrong tool >Latency, quality, cost, and reliability tradeoffs across the full inference stack >Production failure modes: hallucinated tool calls, malformed JSON, stale retrieval, runaway agents, and silent eval regressions
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FlowStateMinded@FlowStateMinded·
@HarryClov3r What fruit? Do you actually know the history of fruit? And what "fruit" actually existed 5,000 years ago? Or 1,000 years ago?
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