🚨 *FED PROJECTS 2 MORE 2027 RATE HIKES *FED 2027 MEDIAN FED FUNDS 4.1% (+0.5) *FED 2027 MEDIAN CORE PCE 2.5% (UNCHANGED) *FED 2027 MEDIAN PCE 2.3% (UNCHANGED) *FED 2027 MEDIAN UNEMPLOYMENT 4.1% (-0.2) *FED 2027 MEDIAN GDP 2.4% (+0.1)

Seednace 2.5 Prompt: Scene Understanding A raw underground streetwear performance film inside a decaying industrial building. The performers themselves do not physically transform; instead, the space, framing, distance, and visual dominance between them continuously evolve. The short begins with Performer A controlling the frame, gradually introduces Performer B through the architecture, then lets both performers exchange visual dominance until they finally unite in a strong symmetrical fashion tableau. The mood is cold, confident, mysterious and controlled rather than chaotic. Shot Design First 3 Seconds — Hook 0.0–1.2s Extreme 12mm fisheye floor-level shot directly beside Performer A’s sneaker. Performer A steps toward and almost over the camera. His black sneaker enlarges naturally from perspective until it briefly blocks most of the frame. Real foot contact, fabric inertia and subtle camera vibration. 1.2–3.0s As the shoe clears the lens, the handheld camera rapidly slides backward beneath the broken staircase. The movement reveals Performer B standing completely still in deep background beneath damaged stair rails. Performer A crosses foreground while Performer B maintains direct eye contact with camera. The spatial reveal should feel surprising but physically continuous. Middle 7–8 Seconds — Visual Pursuit 3.0–4.7s Whip-pan toward Performer B. Camera pushes aggressively into a distorted fisheye medium close-up. He performs restrained shoulder and hand gestures. Cut on beat to Performer A against cracked brick and blown-out windows. Brief stable low-angle portrait. He slowly adjusts his white sunglasses. Hold long enough to clearly preserve facial structure and reflections. 4.7–6.7s Hard cut to an ultra-wide floor-level shot across rubble. Performer A walks rhythmically toward camera. The camera retreats at almost the same speed, creating strong parallax across broken concrete and debris. He passes extremely close to one side of the lens. Natural foreground smear and fabric movement. As A clears frame, Performer B is revealed behind him already advancing through the same space. No teleportation. 6.7–8.8s Camera begins a controlled circular orbit around Performer B using a 12mm fisheye. He leans slightly toward the lens. One pale blue-grey trouser leg and white sneaker enter extreme foreground with natural perspective enlargement. The camera completes the rotation into Performer A standing several metres away. A fast push-in lands on an almost symmetrical extreme close-up of Performer A’s face and white wraparound sunglasses. Hold briefly. Real reflections of windows and ruined architecture appear in the lenses. 8.8–10.5s Pull sharply away from Performer A. Performer B appears centered between rusted staircase rails. He folds his arms, pauses, then opens them into one restrained rhythmic gesture. He begins walking toward camera while the camera retreats down a narrow debris corridor. Foreground floor textures rush past naturally. Final 4–5 Seconds — Payoff 10.5–12.2s Fast whip-pan upward into a high oblique view. Both performers are visible for the first time within the same architectural composition. Camera drops rapidly from the elevated angle toward ground level. Transition into an extreme fisheye low-angle shot. Both performers lean into the frame from opposite sides, briefly dominating the lens. No exaggerated body deformation beyond realistic fisheye distortion. 12.2–13.4s Snap to a brighter ruined window bay. Performer B enters first and stops. Performer A steps into frame beside him. They stand shoulder-to-shoulder. Minimal movement. Direct gaze toward lens. 13.4–15.0s The performers remain almost perfectly still. Camera suddenly performs a fast but controlled pull-back through the long destroyed corridor. Broken beams, rails, doorways and rubble rush past with powerful parallax. The performers rapidly become smaller but remain clearly visible together in the bright opening. Finish on a very wide architectural composition. Hard beat stop. Final Seedance 2.0 Prompt Create a 15-second photorealistic underground streetwear fashion-performance film in 16:9 inside a large abandoned industrial building constructed from exposed concrete, damaged red brick and aging timber. The building contains a broken wooden staircase, rusted stair rails, exposed beams, cracked plaster, dusty concrete floors, scattered rubble, damaged doorways, narrow debris corridors and enormous blown-out window openings flooded with natural daylight. Maintain exact visual continuity for two male performers throughout the entire film. Performer A: pale skin, backward muted-green cap, white wraparound sunglasses, small hoop earrings, oversized black-and-white abstract fleece jacket, loose dark trousers and black sneakers. Performer B: black balaclava, white oval wraparound sunglasses, teal-green work jacket, dark shirt, extremely baggy pale blue-grey jeans and clean white sneakers. Their clothing, proportions, accessories and identities must remain consistent in every shot. Use realistic skin texture, natural body proportions, believable fabric weight, realistic clothing inertia, grounded foot contact and physically plausible human movement. Visual style: raw underground European streetwear music video, documentary-real, cold, confident and mysterious. Shoot as if using a full-frame cinema camera with 12mm fisheye and 18mm ultra-wide lenses. Camera movement must feel physical and human: handheld floor-level tracking, close body passes, low-angle push-ins, pull-backs, controlled orbiting movements, short whip-pans, brief Dutch angles and occasional rotational transitions. Preserve true camera momentum, acceleration, deceleration and architectural parallax. No teleportation, instant position changes or impossible camera paths. 30 fps with a natural 1/60 shutter feel, organic motion blur, mild lens breathing, realistic fisheye edge distortion, subtle sensor noise and slight documentary exposure variation. 0–3 seconds Open with an extreme 12mm fisheye floor-level shot beside Performer A's black sneaker. He steps directly toward and almost over the lens. His shoe grows naturally in perspective until it briefly obscures most of the camera. As his foot clears the frame, the handheld camera rapidly slides backward beneath the damaged wooden staircase. Reveal Performer B standing motionless in deep background between broken stair rails while Performer A crosses close foreground. Maintain believable spatial continuity. 3–5 seconds Whip-pan toward Performer B beneath the stairs. Push rapidly into a distorted fisheye medium close-up while he performs restrained rhythmic shoulder and hand gestures. Cut sharply on a beat to Performer A in a stable low-angle portrait against cracked brick walls and bright broken windows. Performer A slowly touches and adjusts his white wraparound sunglasses. Hold briefly for stable facial detail and realistic environmental reflections in the lenses. 5–7 seconds Hard cut to a very wide floor-level view across dusty rubble. Performer A walks and moves rhythmically toward camera while the camera tracks backward. Produce strong architectural parallax and rushing debris texture. Performer A passes extremely close beside the lens, creating natural motion smear. As he clears foreground, reveal Performer B already advancing through the same corridor behind him. 7–9 seconds Perform a controlled circular 12mm fisheye orbit around Performer B. He leans slightly toward camera. One white sneaker and pale blue-grey trouser leg enter extreme foreground and enlarge naturally from perspective. Complete the rotation toward Performer A positioned farther inside the building. Execute a fast physical push-in into an extreme symmetrical close-up of Performer A. Hold his face and white sunglasses briefly with realistic skin, sharp identity preservation and natural reflections. 9–10.8 seconds Rapidly pull away. Reveal Performer B centered between damaged stair rails. He folds his arms, pauses, then opens them into a restrained hand gesture. He begins advancing toward camera. Camera retreats along the debris-covered corridor, creating strong floor-level parallax and believable spatial compression. 10.8–12.4 seconds Whip upward into a high oblique camera angle revealing both performers near the staircase. Immediately descend through a fast physical camera drop into an extreme fisheye low angle. Both performers lean naturally toward the lens from opposite sides and perform small confident gestures. Avoid excessive deformation. 12.4–15 seconds Snap to a brighter ruined bay illuminated by large blown-out windows. Performer B enters first and stops. Performer A steps beside him. They finish shoulder-to-shoulder, facing directly toward camera with minimal movement and calm confidence. On the final musical accent, perform a rapid but physically controlled pull-back down the long ruined corridor. Broken doors, beams, rails and floor debris rush past with strong realistic parallax. Both performers remain stationary together in the distant bright opening. End on an extremely wide architectural shot with both men small but clearly readable at the center of the composition. Lighting is entirely motivated by daylight entering through broken windows and door openings. Use cool cyan-green ambient shadows, rusty brown timber and brick, dirty cream plaster, subtle highlight bloom and deep but detailed blacks. Exposure should feel slightly imperfect and documentary-real, never polished studio lighting. Color grade: muted teal and green, dirty cream, rust red, mild halation, restrained contrast and subtle filmic texture. Audio: instrumental only. No vocals and no dialogue. Dark industrial hip-hop/electronic instrumental around 103 BPM using dry kick drums, tight snares, deep sub-bass pulse, sparse metallic percussion, low atmospheric drone and subtle natural room reverberation. Synchronize major push-ins, whip-pans, cuts and the final pull-back to musical accents. Add quiet realistic shoe scuffs, trouser and jacket fabric movement, distant wind and subtle abandoned-building ambience. No captions, subtitles, logos, watermarks or interface graphics. Avoid plastic skin, artificial facial smoothing, extra fingers, duplicated limbs, changing clothes, warped sunglasses, floating rubble, disappearing objects, rubbery body movement, impossible camera motion, excessive sharpening, extreme bloom or fake CGI-looking lighting. The final result should feel like a real fashion crew entered an abandoned industrial structure with an ultra-wide cinema camera and captured an aggressive but controlled underground music-video performance. Alternate Version — More Intense Make the first half much more confrontational. Performer A repeatedly passes within centimeters of the lens while Performer B appears through different layers of the staircase. Increase whip-pan velocity, lower the camera even closer to the floor and synchronize nearly every major movement to sharp percussion hits. During the final pull-back, both performers take one synchronized step toward camera just before the camera launches backward down the corridor. The performers must still remain realistic, grounded and visually consistent. Alternate Version — More Emotional Reduce the aggression. Begin with Performer A standing alone inside the huge ruined building. Introduce Performer B gradually through distant doorways and staircase openings. Use slightly longer takes, slower camera drift and more moments of stillness. The two performers eventually walk toward each other from different areas of the building and silently meet in the bright final bay. The final pull-back reveals how small they are within the enormous decaying architecture. Keep the same streetwear styling but give the film a lonely, atmospheric quality. Alternate Version — More Stylized Push the fisheye language harder while preserving photorealism. Use dramatic symmetrical compositions, exaggerated architectural vanishing points, rotating camera transitions and extremely close foreground passes. Create visual match-cuts between circular sunglasses, staircase curves and blown-out window openings. During the final shot, begin extremely close to both performers before pulling backward through multiple architectural frames until they become centered silhouettes against the daylight. Maintain realistic movement, real textures and physically plausible camera transitions.

# Decision Points in AI Agent Development # Self-Correction Retry 🎯 The Hook When your LLM output breaks, are you just blindly resending the same prompt? Self-correction retry feeds back *what went wrong* so the model can fix itself. But here's the catch: beyond 3 retries, improvement almost never happens. Knowing when to stop is as important as knowing when to retry. 📋 Overview Self-correction retry controls how many times you re-prompt an LLM after its output violates a schema or falls short on quality, injecting error details into context each time. This is fundamentally different from network retries (resending the identical request). By providing specific feedback about what went wrong, you give the model a real chance to produce correct output on the next attempt. LLM outputs are probabilistic -- missing JSON brackets, out-of-range values, and incomplete responses happen routinely. Self-correction retry is one of the most practical strategies for handling these errors. 🔍 Decision Points The primary driver is failure_cost: how much damage does a bad output cause downstream? Applying the same retry count to all errors is wasteful, so differentiate by error type. Syntax-level errors (malformed JSON, type mismatches) almost always resolve with a single feedback round. Semantic-level errors (out-of-range values, nonexistent ID references) may improve with feedback, but if the second attempt fails, it's a structural problem. Quality-level errors (incomplete answers, missing information) are subjective and rarely improve through retries -- invest in prompt engineering instead. 💡 Key Details Reference values to keep in mind 📊 - General case: 1-3 retries. If no improvement after 2, likely a structural issue - Structured output (JSON Schema): 1-2 retries. Using response_format yields high first-attempt success rates - High failure_cost domains (financial, legal, medical): 2-3 retries. Escalate to humans if quality plateaus - Low failure_cost domains: 0-1 retries. If fallbacks exist, fail fast for efficiency Error messages should be short and specific 🎯 Not "output is invalid" but "the delivery_date field is a past date; please specify a future date." Spell out what's wrong and what's expected. Keep error messages under ~200 tokens since they consume context budget. ⚖️ Trade-offs Too few retries means discarding fixable errors. Throwing away output that's only missing a closing bracket? That's wasteful. Too many retries and costs explode ⚡ If one LLM call takes 30 seconds, 5 retries means 2.5+ minutes of waiting. Each retry appends error messages to the context, causing cumulative token growth. Worst case, you hit context length limits and trigger an entirely different failure mode. If the same error type appears twice in a row, question the prompt before attempting a third retry. Repeated identical errors signal that the LLM cannot produce correct output with the current prompt-schema combination. 🛠️ Use Cases JSON schema violations: Provide specific error feedback; typically fixed in 1 retry. Using Structured Outputs (response_format) eliminates most syntax-level retries entirely. Business rule violations (e.g., delivery date in the past): Include concrete constraints and current state in feedback. If 2 retries don't help, pivot to prompt redesign. Quality shortfalls ("analyze from 5 perspectives" returns only 3): Try once; if no improvement, accept partial results or split the prompt into smaller generation tasks. Persistent identical errors: Consider lowering temperature, simplifying the prompt, trying a different model, or escalating to a human operator 🔄 #AIAgents# #SoftwareArchitecture#

$NVDA reports Q2’27 after the close. Options are pricing a 4.86% move, $250B in market value. Here is how NVIDIA traded one day after each of its last 12 reports: Q1’27: -1.8% 🔴 Q4’26: -5.5% 🔴 Q3’26: -3.2% 🔴 Q2’26: -0.8% 🔴 Q1’26: +3.2% 🟢 Q4’25: -8.5% 🔴 Q3’25: +0.5% 🟢 Q2’25: -6.4% 🔴 Q1’25: +9.3% 🟢 Q4’24: +16.4% 🟢 Q3’24: -2.5% 🔴 Q2’24: +0.1% 🟢