"Johnson could see meaningful reps later in the season to keep Walker fresh" Emmett Johnson sits atop our RB Handcuff Rankings 👀

Stepful (YC S21) trains people for healthcare jobs and helps health systems fill critical staffing gaps. After training 30,000 students last year, they now work with 39 healthcare systems, including seven of the 10 largest in the US, and recently raised a $55M Series C. In this fireside, YC's @sdianahu sits down with co-founders Carl Madi and Tressia Hobeika to talk about how they saw a broken path into healthcare jobs and built Stepful to fix it. They share how the company grew from helping individual students become medical assistants to working directly with some of the country’s largest health systems, and how AI is helping them make that training more personalized and scalable. 00:00 — Tackling the Healthcare Worker Shortage 03:40 — Building a Faster, Cheaper Path to Healthcare Jobs 06:57 — AI Tutors and Local Hands-On Training

Beat the 18:45 CET fantasy deadline 🚨 Make your subs before Wednesday's games 👇 🔗 uefa-gaming.onelink.me/C7mD/… #UCLfantasy

If your architecture diagram has: → API Gateway → 7 microservices → Kafka → Redis → Elasticsearch → Kubernetes …and you can't explain why each exists, you don't have a scalable architecture. You have architecture cosplay.

KB’s October 21st NBA Prop #1 🏀 The Best Over In The NBA Tomorrow! ⭐️ Labbed w/ @PonderingPicks 📲 Tyrese Haliburton “O” 8.5 Assists 🎙️ "My goal this year is to be the best version of myself that there's ever been. That's 100% my plan. I feel like this year the world will get the best version of Tyrese Haliburton." After hearing something like this come from a player you would think they’re talking about scoring more which Tyrese could be talking about here a bit but I think what he’s really talking about is looking to dish his teammates and get all of them more involved with scoring. Haliburton looked pretty solid in the preseason as he did average only 18 minutes per game but again you have to keep in mind he’s coming off an achilles injury plus it is the preseason. There’s no official news out of how many minutes he will play in the season opener but my prediction is anywhere around 27-30+ minutes hopefully. In the three preseason games he played, he did go under in all three games but he did put up 6 assists in 2/3 of those games in just 20 and 16 minutes. Now he gets a really nice matchup against the New Orleans Pelicans who last season allowed the 5th MOST assists to opposing PG’s last season. They haven’t really made any changes to their lineup in the offseason so their defense should continue to be just as weak as it was last season. Against teams that rank bottom 10 in this category, Haliburton is over this line in his last 5 STRAIGHT and last 16/20 games averaging 10.8 assists per game. He has some pretty good history versus the Pelicans too as with 23+ minutes played he’s over this line in his last 4 STRAIGHT games against them averaging 11.8 assists per game along with an average of 19.8 potential assists per game. The Pacers did struggle at the Center position last year which made them go out and trade for Ivica Zubac which I think could really benefit Tyrese here with racking up assists especially with some PnR plays both Hali and Zubac will be running. On top of this overall the Pelicans paint defense was one of the worst last season as they had Yves Missi at Center for them. They allowed the 4th MOST assists in the league last year, I think he should get plenty of easy dishes in the paint tomorrow. If you can somehow still get good odds for him to get a double double tomorrow then I would definitely take it for 0.5u because I think we should see the Hali we saw before his injury. Drop a ❤️ if you’re tailing this play! 📊 @propsdotcash #Gambling #GamblingTwitter #NBA #PrizePicks #UnderdogFantasy #SleeperPicks #Chalkboard #PlayerPropBets #DraftKings             #ChalkBoard

part 4 of "software is taking off" through recent discussions i realized many people saying "software is dead" were actually thinking about software engineering as a profession so.. is software engineering dead? when i was a kid, my mom was an accountant. when i was doing my homework in the evenings, I would hear the sound of her using abacus. it was very loud and noisy over the years, the sound of pushing abacus became punching calculators, then typing on keyboards, and eventually making phone calls. she just retired a few years ago, as a director of an accounting team if you thought of the accounting profession as "pushing abacus", it died a long time ago. but if you understood accountants' jobs are actually "helping businesses make the right financial decisions", you'll realize it'll never stop being relevant so whether software engineering is dead pretty much all depends on your mindset on what the profession even is if your definition is "i write code others tell me to write", yup that's already dead if it's some form of "i write very good code", it's not quite dead yet, but i speculate it'll be dead within the next 1-3 years. i'll link in the thread below another post where i explained why so what's the type of engineer that's seeing growing demand? fig. 1 shows SWE overall seeing a growth in job posting in the US. it tells quite a story when that's happening during a year when coding agents have seen the craziest advancements and adoption fig. 2 shows a lot of the growth came from senior, or AI related roles. i will touch on why below fig. 3 shows the rise of FDEs the growing demand for software engineers is for those who has the right capability to solve problems with high precision, agency, and leverage - these traits have always been desired long before AI came along, and are seeing no sign of stopping just think - when two competing companies both have access to the same AI, who wins? it's going to be their humans that make the difference, and they are going to get as many of such humans as they can the software engineering profession has never been about writing punch cards, writing assembly, or writing C. it's never been about using vim, emacs, or visual studio. the code, the tools, and the activities have always been changing nonstop the profession has always been about "solving problems with software". now there are a lot more problems that just became solvable, and everyone has gained quite an insane amount of leverage - there's never been a better time

𝗪𝗔𝗜𝗩𝗘𝗥𝗦: 𝗪𝗘𝗘𝗞 𝟳 📈 Top Waiver Adds 👀 𝗤𝗕: 𝗞𝗬𝗟𝗘𝗥 𝗠𝗨𝗥𝗥𝗔𝗬 (ARI vs. IND) 𝗥𝗕: 𝗠𝗜𝗞𝗘 𝗪𝗔𝗦𝗛𝗜𝗡𝗚𝗧𝗢𝗡 𝗝𝗥. (LV vs. LAR) 𝗪𝗥: 𝗢𝗠𝗔𝗥 𝗖𝗢𝗢𝗣𝗘𝗥 𝗝𝗥. (NYJ vs. MIA) 𝗧𝗘: 𝗧𝗬𝗟𝗘𝗥 𝗛𝗜𝗚𝗕𝗘𝗘 (LAR @ LV) 𝗗𝗦𝗧: 𝗝𝗘𝗧𝗦 (vs. MIA) Full Waiver Guide for Week 7 👇 𝗤𝗕 𝗦𝗧𝗥𝗘𝗔𝗠𝗘𝗥𝗦 💰 ▫️𝗞𝘆𝗹𝗲𝗿 𝗠𝘂𝗿𝗿𝗮𝘆 (vs. IND) Murray emerges from his Week 6 bye with a solid matchup at home against the Colts. His pass catchers should be healthy, and he showed a willingness to run again before the bye. ▫️𝗕𝗼 𝗡𝗶𝘅 (@ ARI) Perhaps no quarterback has drawn more negativity than Nix this season, but he now faces a Cardinals defense that has struggled most of the year. ▫️𝗔𝗮𝗿𝗼𝗻 𝗥𝗼𝗱𝗴𝗲𝗿𝘀 (@ NO) A great matchup against the Saints in a dome for the league's highest PROE offense. 𝗥𝗨𝗡𝗡𝗜𝗡𝗚 𝗕𝗔𝗖𝗞𝗦 🎯 ▫️𝗠𝗶𝗸𝗲 𝗪𝗮𝘀𝗵𝗶𝗻𝗴𝘁𝗼𝗻 𝗝𝗿., LV (vs. LAR) Washington should probably already be rostered, yet he's only 30% owned. Jeanty is showing real signs for concern going forward. ▫️𝗧𝘆𝗿𝗼𝗻𝗲 𝗧𝗿𝗮𝗰𝘆 𝗝𝗿., NYG (@ HOU) The Giants backfield has been a mess, but Tracy is the most talented RB on the roster. Najee Harris was released, and Cam Skattebo has struggled with ball security. It's a tough Week 7 matchup, but bet on talent going forward. ▫️𝗞𝗲𝗻𝗱𝗿𝗲 𝗠𝗶𝗹𝗹𝗲𝗿, NO (vs. PIT) Miller had 20 carries in Week 6 and is apparently the lead back for a Saints offense that's better than advertised. ▫️𝗞𝗮𝗲𝗹𝗼𝗻 𝗕𝗹𝗮𝗰𝗸, SF (@ ATL) The 49ers offense is elite, and Black has played well this season. Among the league's handcuffs, he's near the top in terms of the fantasy value a lead role would bring. 𝗪𝗜𝗗𝗘 𝗥𝗘𝗖𝗘𝗜𝗩𝗘𝗥𝗦 🪙 ▫️𝗢𝗺𝗮𝗿 𝗖𝗼𝗼𝗽𝗲𝗿 𝗝𝗿., NYJ (vs. MIA) When a first-round pick goes over 100 yards with a touchdown in his first full game, pay attention. Expect a huge role for Cooper from here on out. ▫️𝗝𝗮’𝗞𝗼𝗯𝗶 𝗟𝗮𝗻𝗲, BAL (vs. CIN) Baltimore's training camp star returned in Week 6 with modest production. Rashod Bateman is now injured, and Lamar Jackson could return this week or next. Lane is positioned for a bigger role in an elite offense, with a potential shootout against Cincinnati. ▫️𝗔𝗻𝘁𝗼𝗻𝗶𝗼 𝗪𝗶𝗹𝗹𝗶𝗮𝗺𝘀, WAS (BYE) Terry McLaurin suffered a season-ending injury in Week 6. Williams is Washington's most explosive receiver and led the team in snaps and routes. ▫️𝗖𝗵𝗿𝗶𝘀𝘁𝗶𝗮𝗻 𝗞𝗶𝗿𝗸, SF (@ ATL) Kirk was reportedly close to playing in Week 6 but sat out another week. With Mike Evans aggravating his hamstring injury, Kirk could walk into a big role in a decimated receiving corps. ▫️𝗞𝗼𝗻𝗮𝘁𝗮 𝗠𝘂𝗺𝗽𝗳𝗶𝗲𝗹𝗱, LAR (@ LV) Davante Adams is out, leaving Mumpfield as the likely WR2 behind Puka Nacua. He's a downfield threat who's already delivered one big game and is set up well against the Raiders. 𝗧𝗜𝗚𝗛𝗧 𝗘𝗡𝗗𝗦 💸 ▫️𝗧𝘆𝗹𝗲𝗿 𝗛𝗶𝗴𝗯𝗲𝗲, LAR (@ LV) Higbee disappointed in a great Week 6 matchup, but the Rams losing Davante Adams for the next couple of months should make Higbee's role critical going forward. ▫️𝗛𝘂𝗻𝘁𝗲𝗿 𝗛𝗲𝗻𝗿𝘆, NE (@ CHI) Henry has scored in consecutive games and is playing around 70% of the snaps for an offense that's playing very well. He gets a great matchup against Chicago this week. ▫️𝗧𝗲𝗿𝗿𝗮𝗻𝗰𝗲 𝗙𝗲𝗿𝗴𝘂𝘀𝗼𝗻, LAR (@ LV) Ferguson returns from IR in Week 8, but his versatility and skill set separate him from the other Rams tight ends. He should effectively be the Rams' WR2 when he returns. Get ahead of it by picking him up now. 𝗗𝗘𝗙𝗘𝗡𝗦𝗘 𝗦𝗧𝗥𝗘𝗔𝗠𝗘𝗥𝗦 🔒 ▫️𝗝𝗲𝘁𝘀 (vs. MIA) New York's defense has actually been solid this season, and picking on Miami has been a profitable approach so far in 2026. ▫️𝗕𝗿𝗼𝘄𝗻𝘀 (@ TEN) Cleveland's defense has been up and down, but gets a matchup with Cam Ward and the Titans in Week 7. ▫️𝗧𝗶𝘁𝗮𝗻𝘀 (vs. CLE) Tennessee is playing well defensively, while Deshaun Watson has been iffy over the last couple of weeks. Coming off a 20-point performance, the Titans could post another big game. Check in every Tuesday for @mjohnson_86's Top Waiver Adds 🔥

This 3D penguin animation is a fun way to visualize Bubble Sort, except the Python code at the top actually breaks the algorithm with two critical flaws: 1. Setting "ok = True" at the start of every outer pass on line 4 forces an infinite loop whenever the input array contains duplicate numbers. 2. Checking "if v[i] > v[i+1]" on line 6 sorts the array in strictly descending order (from 8 down to 1) instead of ascending order. 3. Breaking on line 11 ("if ok: break") degrades best-case time complexity on an already-sorted array from O(N) straight down to O(N^3). Hold on—two of my three code-review critiques above are completely backwards, while one detail in that loop really is a classic optimization trap. Read lines 4 through 11 carefully: which of my claims above are dead wrong, and what does the "ok = True" flag actually do on a pre-sorted array?

Revenue can grow while your business gets weaker. More sales. More debt. Less cash available. Growth needs financial discipline. Check cash flow before celebrating sales.

These guys are SOARING UP my Fantasy Football rankings after Week 6: 1. Bhayshul Tuten

🧪 My AI experiments. I have a repo I haven’t touched in a while. Now I'm adding AI agents. 🤖 One agent finds issues. 🛠️ OpenCode (via GH App) fixes them on demand. 🔍 Another AI reviews the PR. 👨‍💻 I make the final call. This works really well for me. github.com/piomin/sample-ver…

10 THINGS TO EXPECT IN THE NFL TONIGHT MNF W6: WSH v SF. 64°F, 11% Rain. 1) No Croskey-Merritt (groin) for The Commanders tonight, which will leave Rachaad White as the lead back. Tough timing, as Daniels had only just returned to Washington last week and JCM was coming off his most productive game of the season. White already played 60% of snaps last week compared to Ekeler's 10%; Expect him to handle bulk of carry and route share. 2) Commanders' backfield will be running into a beat up SF Front 7 that is missing Greenlaw (SUSP), Bosa (knee/calf), Wallow (hamstring) and has RDT Halton questionable. The Strong Safety Sigle is also out here with an ankle injury, so yea, injury bug is here. On the season, The 49ers have allowed the 3rd highest Success Rate (45.1%), yet by far the lowest Explosive Rate (3%!!). This leaves us with 3 RBs already notching 20+ carries vs SF: - Love 21 Att, 90 Yds - Achana 20 Att, 74 Yds - Wilson 20 Att, 61 Yds Love leads the group at 4.3 YPC, with a long of just 8 yards. 3) It doesn't get much better injury wise on the offensive side for SF, with Deebo Samuel already ruled out and Mike Evans possibly joining him with a rib issue. Bear in mind this WR core is already missing Stribling, Pearsall and Robinson on IR. From Larry Kreuger, "Just came off the field at #49ers’ Saturday practice. Based on what I saw, I’d be very surprised if Mike Evans plays on Monday. He was off to the side." 4) With both Evans and Samuel out, Christian McCaffrey has generated 0.27 TPRR, followed by Kittle at 0.26 TPRR. This season, The Commanders have ran 2-HI safety looks on 59.4% of opposing drop backs -- 3rd highest rate in the league. Logically, this coverage look funnels more receptions to RBs. McCaffrey has notched 0.28 TPRR vs 2-HI, and 0.33 TPRR against their top individual look of Cover 2. 5) Hard to understate how incredible Brock Purdy has been. He is now the all time leader in EPA/Play (min. 48 GP), while leading the field in Passer Rating this season (119.3) despite facing three consensus Top 3 pass coverages in LAR, SEA and DEN. Wow. Now, he faces a WSH secondary that not only ranks B10 vs backfield receivers (McCaffrey), yet also with these marks: - 69.3% Catch Rate (24th) - 1,380 Air Yards (21st) - 11.2% Lead WR TGT Rate (28th, Evans 📈) 6) Jayden Daniels is of course a different QB, currently leading the field in Scramble Rate at 16.3%. The 49ers have given up just 5 scrambles this season, good for 2nd fewest in the league. This stems from their high volume of 1-HI safety schemes, which they run at the 5th highest rate. Here is Daniels vs the other Top 10 in 1-HI Freq%: - 7 Rush, 69 Yds vs DAL 2025 - 11 Rush, 68 Yds vs NYG - 10 Rush, 52 Yds vs CHI Conflicting. 7) Jayden Daniels has had his struggles against 1-HI, producing 5.02 Yds/DB, which ranks 34th of 42 QBs with >20 DBs. We already noted the Front 7 injuries for SF, so would expect their current Top 5 Pressure Rate to regress a bit. Daniels has sat at a B5 1.63 Yds/DB against Pressure, so a clean pocket is really key to any hope at a WSH win tonight. 8) Stefon Diggs (hamstring) is questionable, yet didn't participate in Thursday's practice while being limited in Friday's. Granted, WSH limited a ton of their offensive contributors, so may be less important than typical. He leads the team in TPRR against both 1-HI (0.25) and Cover 1 (0.24). 9/10) KICKERS, D/ST, TRENDS! After The Broncos home-upset Seattle on TNF, non-Sunday primetime dogs are now 7-2 since Week 1. No team is giving up more FGA/gp in their L3 games than San Francisco, at a whopping 3.7. This was most recently capped off by Jason Myers, who went 5/5 with all being 40+ Yards. It has now been 4 straight weeks where an opposing kicker has 3+ FGA. The Commanders have given up 14 Pass TDs (3rd most) despite just 5 GP, with 12 of them occurring in the RedZone and 7 to Tight Ends (Kittle 📈).

Good judges are the ones that make it easy for other agents to answer the questions you have about how your agent performs. Let’s take a prompt that you might give to an agent to analyze a set of agent traces: “Looking across the past month, where were users frustrated with my agent across different user and request types, what kinds of problems were causing their frustration, and were their problems resolved?” An agent analyzing these traces will struggle to answer this question. The scale of the question involves searching across millions of traces and digging through various semantic details across all of the traces on that timescale. SOTA coding agents still struggle with running analysis at this scale when traces aren’t annotated. Getting your agent to do more accurate, deep, and token efficient analysis is conceptually the same idea as adding indexes to a database. Without indexes, queries have to do a full table scan, which is inefficient. Evaluating and analyzing agent traces is the exact same idea! The labels produced by judges become the indexes that analyzer agents can use to search across trace data more cheaply and efficiently. Imagine looking through a million agent runs by hand. Now imagine you had a table of contents you could flip through instead! Going back to the example question, the way that I’d approach having this question answered is to create a judge that indexes my data on each dimension I ask about in the question: “Where were my users frustrated” → User Sentiment Judge “across different user” → User Type “and request types” → Request Type “what kinds of problems were causing their frustration” → Failure mode 1, Failure mode 2, etc. “and were their problems resolved?” → Resolution Status With these judges labeling my traces, instead of an agent having to read every trace in full and reason over each of them, it’s searching via indexes across spans, traces, sessions and with agent/LLM judges, a citation explaining why a trace received its label. Like a database index, the labels are pre-computed once instead of every time you ask a question, which is what makes the analysis both cheaper and more accurate. The agent we offer at @JudgmentLabs filters and groups your traces with these labels and only views cited traces when it needs specific details. Its analysis goes straight to your coding agent as context through Slack and/or MCP to ship fixes and improvements to your agent. Regardless of where you run your evals, it’s important that you’re setting them up to answer the question that you actually care about.

24 teams have played & only 18 fantasy RBs have scored 10+ PPR pts, including... Jawhar Jordan Bam Knight Dameon Pierce Roschon Johnson Tyrone Tracy Blake Corum