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Merged
alvinsjoy merged 3 commits into from
Mar 29, 2026
Merged

Dev #5

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b58e3f6
better chat ui and new themes
alvinsjoy Mar 29, 2026
9c587fd
remove old Prisma configuration file
alvinsjoy Mar 29, 2026
0ddc6ad
fix code review issues
alvinsjoy Mar 29, 2026
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225 changes: 158 additions & 67 deletions app/globals.css
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,80 +5,143 @@

:root {
/* Updated color palette for sophisticated AI chatbot aesthetic */
--background: oklch(0.99 0.002 264);
--foreground: oklch(0.145 0.01 264);
--card: oklch(1 0 0);
--card-foreground: oklch(0.145 0.01 264);
--popover: oklch(1 0 0);
--popover-foreground: oklch(0.145 0.01 264);
--primary: oklch(0.488 0.243 264.376);
--primary-foreground: oklch(0.99 0 0);
--secondary: oklch(0.96 0.005 264);
--secondary-foreground: oklch(0.205 0.01 264);
--muted: oklch(0.96 0.005 264);
--muted-foreground: oklch(0.556 0.015 264);
--accent: oklch(0.96 0.005 264);
--accent-foreground: oklch(0.205 0.01 264);
--destructive: oklch(0.577 0.245 27.325);
--destructive-foreground: oklch(0.99 0 0);
--border: oklch(0.92 0.005 264);
--input: oklch(0.92 0.005 264);
--ring: oklch(0.488 0.243 264.376);
--chart-1: oklch(0.488 0.243 264.376);
--chart-2: oklch(0.6 0.118 184.704);
--chart-3: oklch(0.398 0.07 227.392);
--chart-4: oklch(0.828 0.189 84.429);
--chart-5: oklch(0.769 0.188 70.08);
--radius: 0.75rem;
--sidebar: oklch(0.99 0.002 264);
--sidebar-foreground: oklch(0.145 0.01 264);
--sidebar-primary: oklch(0.488 0.243 264.376);
--sidebar-primary-foreground: oklch(0.99 0 0);
--sidebar-accent: oklch(0.96 0.005 264);
--sidebar-accent-foreground: oklch(0.205 0.01 264);
--sidebar-border: oklch(0.92 0.005 264);
--sidebar-ring: oklch(0.488 0.243 264.376);
--background: oklch(0.9821 0 0);
--foreground: oklch(0.2435 0 0);
--card: oklch(0.9911 0 0);
--card-foreground: oklch(0.2435 0 0);
--popover: oklch(0.9911 0 0);
--popover-foreground: oklch(0.2435 0 0);
--primary: oklch(0.4341 0.0392 41.9938);
--primary-foreground: oklch(1 0 0);
--secondary: oklch(0.92 0.0651 74.3695);
--secondary-foreground: oklch(0.3499 0.0685 40.8288);
--muted: oklch(0.9521 0 0);
--muted-foreground: oklch(0.5032 0 0);
--accent: oklch(0.931 0 0);
--accent-foreground: oklch(0.2435 0 0);
--destructive: oklch(0.6271 0.1936 33.339);
--destructive-foreground: oklch(1 0 0);
--border: oklch(0.8822 0 0);
--input: oklch(0.8822 0 0);
--ring: oklch(0.4341 0.0392 41.9938);
--chart-1: oklch(0.4341 0.0392 41.9938);
--chart-2: oklch(0.92 0.0651 74.3695);
--chart-3: oklch(0.931 0 0);
--chart-4: oklch(0.9367 0.0523 75.5009);
--chart-5: oklch(0.4338 0.0437 41.6746);
--radius: 0.5rem;
--sidebar: oklch(0.9881 0 0);
--sidebar-foreground: oklch(0.2645 0 0);
--sidebar-primary: oklch(0.325 0 0);
--sidebar-primary-foreground: oklch(0.9881 0 0);
--sidebar-accent: oklch(0.9761 0 0);
--sidebar-accent-foreground: oklch(0.325 0 0);
--sidebar-border: oklch(0.9401 0 0);
--sidebar-ring: oklch(0.7731 0 0);
--font-sans:
ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI",
Roboto, "Helvetica Neue", Arial, "Noto Sans", sans-serif,
"Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";
--font-serif: ui-serif, Georgia, Cambria, "Times New Roman", Times, serif;
--font-mono:
ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono",
"Courier New", monospace;
--shadow-color: oklch(0 0 0);
--shadow-opacity: 0.1;
--shadow-blur: 3px;
--shadow-spread: 0px;
--shadow-offset-x: 0;
--shadow-offset-y: 1px;
--letter-spacing: 0em;
--spacing: 0.25rem;
--shadow-2xs: 0 1px 3px 0px hsl(0 0% 0% / 0.05);
--shadow-xs: 0 1px 3px 0px hsl(0 0% 0% / 0.05);
--shadow-sm:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 1px 2px -1px hsl(0 0% 0% / 0.1);
--shadow: 0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 1px 2px -1px hsl(0 0% 0% / 0.1);
--shadow-md:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 2px 4px -1px hsl(0 0% 0% / 0.1);
--shadow-lg:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 4px 6px -1px hsl(0 0% 0% / 0.1);
--shadow-xl:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 8px 10px -1px hsl(0 0% 0% / 0.1);
--shadow-2xl: 0 1px 3px 0px hsl(0 0% 0% / 0.25);
--tracking-normal: 0em;
}

.dark {
/* Dark mode optimized for AI chatbot interface */
--background: oklch(0.11 0.01 264);
--foreground: oklch(0.985 0.002 264);
--card: oklch(0.145 0.012 264);
--card-foreground: oklch(0.985 0.002 264);
--popover: oklch(0.145 0.012 264);
--popover-foreground: oklch(0.985 0.002 264);
--primary: oklch(0.588 0.243 264.376);
--primary-foreground: oklch(0.99 0 0);
--secondary: oklch(0.2 0.015 264);
--secondary-foreground: oklch(0.985 0.002 264);
--muted: oklch(0.2 0.015 264);
--muted-foreground: oklch(0.65 0.015 264);
--accent: oklch(0.2 0.015 264);
--accent-foreground: oklch(0.985 0.002 264);
--destructive: oklch(0.496 0.141 25.723);
--destructive-foreground: oklch(0.99 0 0);
--border: oklch(0.24 0.02 264);
--input: oklch(0.24 0.02 264);
--ring: oklch(0.588 0.243 264.376);
--chart-1: oklch(0.588 0.243 264.376);
--chart-2: oklch(0.696 0.17 162.48);
--chart-3: oklch(0.769 0.188 70.08);
--chart-4: oklch(0.627 0.265 303.9);
--chart-5: oklch(0.645 0.246 16.439);
--sidebar: oklch(0.11 0.01 264);
--sidebar-foreground: oklch(0.985 0.002 264);
--sidebar-primary: oklch(0.588 0.243 264.376);
--sidebar-primary-foreground: oklch(0.99 0 0);
--sidebar-accent: oklch(0.2 0.015 264);
--sidebar-accent-foreground: oklch(0.985 0.002 264);
--sidebar-border: oklch(0.24 0.02 264);
--sidebar-ring: oklch(0.588 0.243 264.376);
--background: oklch(0.1776 0 0);
--foreground: oklch(0.9491 0 0);
--card: oklch(0.2134 0 0);
--card-foreground: oklch(0.9491 0 0);
--popover: oklch(0.2134 0 0);
--popover-foreground: oklch(0.9491 0 0);
--primary: oklch(0.9247 0.0524 66.1732);
--primary-foreground: oklch(0.2029 0.024 200.1962);
--secondary: oklch(0.3163 0.019 63.6992);
--secondary-foreground: oklch(0.9247 0.0524 66.1732);
--muted: oklch(0.252 0 0);
--muted-foreground: oklch(0.7699 0 0);
--accent: oklch(0.285 0 0);
--accent-foreground: oklch(0.9491 0 0);
--destructive: oklch(0.6271 0.1936 33.339);
--destructive-foreground: oklch(1 0 0);
--border: oklch(0.2351 0.0115 91.7467);
--input: oklch(0.4017 0 0);
--ring: oklch(0.9247 0.0524 66.1732);
--chart-1: oklch(0.9247 0.0524 66.1732);
--chart-2: oklch(0.3163 0.019 63.6992);
--chart-3: oklch(0.285 0 0);
--chart-4: oklch(0.3481 0.0219 67.0001);
--chart-5: oklch(0.9245 0.0533 67.0855);
--sidebar: oklch(0.2103 0.0059 285.8852);
--sidebar-foreground: oklch(0.9674 0.0013 286.3752);
--sidebar-primary: oklch(0.4882 0.2172 264.3763);
--sidebar-primary-foreground: oklch(1 0 0);
--sidebar-accent: oklch(0.2739 0.0055 286.0326);
--sidebar-accent-foreground: oklch(0.9674 0.0013 286.3752);
--sidebar-border: oklch(0.2739 0.0055 286.0326);
--sidebar-ring: oklch(0.8711 0.0055 286.286);
--radius: 0.5rem;
--font-sans:
ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI",
Roboto, "Helvetica Neue", Arial, "Noto Sans", sans-serif,
"Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";
--font-serif: ui-serif, Georgia, Cambria, "Times New Roman", Times, serif;
--font-mono:
ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono",
"Courier New", monospace;
--shadow-color: oklch(0 0 0);
--shadow-opacity: 0.1;
--shadow-blur: 3px;
--shadow-spread: 0px;
--shadow-offset-x: 0;
--shadow-offset-y: 1px;
--letter-spacing: 0em;
--spacing: 0.25rem;
--shadow-2xs: 0 1px 3px 0px hsl(0 0% 0% / 0.05);
--shadow-xs: 0 1px 3px 0px hsl(0 0% 0% / 0.05);
--shadow-sm:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 1px 2px -1px hsl(0 0% 0% / 0.1);
--shadow: 0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 1px 2px -1px hsl(0 0% 0% / 0.1);
--shadow-md:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 2px 4px -1px hsl(0 0% 0% / 0.1);
--shadow-lg:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 4px 6px -1px hsl(0 0% 0% / 0.1);
--shadow-xl:
0 1px 3px 0px hsl(0 0% 0% / 0.1), 0 8px 10px -1px hsl(0 0% 0% / 0.1);
--shadow-2xl: 0 1px 3px 0px hsl(0 0% 0% / 0.25);
}

@theme inline {
--font-sans: "Geist", "Geist Fallback";
--font-mono: "Geist Mono", "Geist Mono Fallback";
--font-sans:
ui-sans-serif, system-ui, -apple-system, BlinkMacSystemFont, "Segoe UI",
Roboto, "Helvetica Neue", Arial, "Noto Sans", sans-serif,
"Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol", "Noto Color Emoji";
--font-mono:
ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono",
"Courier New", monospace;
--color-background: var(--background);
--color-foreground: var(--foreground);
--color-card: var(--card);
Expand Down Expand Up @@ -115,6 +178,33 @@
--color-sidebar-accent-foreground: var(--sidebar-accent-foreground);
--color-sidebar-border: var(--sidebar-border);
--color-sidebar-ring: var(--sidebar-ring);
--font-serif: ui-serif, Georgia, Cambria, "Times New Roman", Times, serif;
--radius: 0.5rem;
--tracking-tighter: calc(var(--tracking-normal) - 0.05em);
--tracking-tight: calc(var(--tracking-normal) - 0.025em);
--tracking-wide: calc(var(--tracking-normal) + 0.025em);
--tracking-wider: calc(var(--tracking-normal) + 0.05em);
--tracking-widest: calc(var(--tracking-normal) + 0.1em);
--tracking-normal: 0em;
--shadow-2xl: var(--shadow-2xl);
--shadow-xl: var(--shadow-xl);
--shadow-lg: var(--shadow-lg);
--shadow-md: var(--shadow-md);
--shadow: var(--shadow);
--shadow-sm: var(--shadow-sm);
--shadow-xs: var(--shadow-xs);
--shadow-2xs: var(--shadow-2xs);
--spacing: var(--spacing);
--letter-spacing: var(--letter-spacing);
--shadow-offset-y: var(--shadow-offset-y);
--shadow-offset-x: var(--shadow-offset-x);
--shadow-spread: var(--shadow-spread);
--shadow-blur: var(--shadow-blur);
--shadow-opacity: var(--shadow-opacity);
Comment on lines +183 to +203
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Copilot AI Mar 29, 2026

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In the @theme inline block, --tracking-normal is assigned to var(--tracking-normal). Self-referential CSS custom properties create a variable cycle and will resolve as invalid when used (e.g. in letter-spacing: var(--tracking-normal)). Remove this line (and similarly fix the other --shadow-* / --spacing tokens in this block that reference themselves).

Suggested change
--tracking-tighter: calc(var(--tracking-normal) - 0.05em);
--tracking-tight: calc(var(--tracking-normal) - 0.025em);
--tracking-wide: calc(var(--tracking-normal) + 0.025em);
--tracking-wider: calc(var(--tracking-normal) + 0.05em);
--tracking-widest: calc(var(--tracking-normal) + 0.1em);
--tracking-normal: var(--tracking-normal);
--shadow-2xl: var(--shadow-2xl);
--shadow-xl: var(--shadow-xl);
--shadow-lg: var(--shadow-lg);
--shadow-md: var(--shadow-md);
--shadow: var(--shadow);
--shadow-sm: var(--shadow-sm);
--shadow-xs: var(--shadow-xs);
--shadow-2xs: var(--shadow-2xs);
--spacing: var(--spacing);
--letter-spacing: var(--letter-spacing);
--shadow-offset-y: var(--shadow-offset-y);
--shadow-offset-x: var(--shadow-offset-x);
--shadow-spread: var(--shadow-spread);
--shadow-blur: var(--shadow-blur);
--shadow-opacity: var(--shadow-opacity);
--tracking-normal: 0em;
--tracking-tighter: calc(var(--tracking-normal) - 0.05em);
--tracking-tight: calc(var(--tracking-normal) - 0.025em);
--tracking-wide: calc(var(--tracking-normal) + 0.025em);
--tracking-wider: calc(var(--tracking-normal) + 0.05em);
--tracking-widest: calc(var(--tracking-normal) + 0.1em);
--shadow-2xl: 0 25px 50px -12px rgb(0 0 0 / 0.25);
--shadow-xl: 0 20px 25px -5px rgb(0 0 0 / 0.1), 0 8px 10px -6px rgb(0 0 0 / 0.1);
--shadow-lg: 0 10px 15px -3px rgb(0 0 0 / 0.1), 0 4px 6px -4px rgb(0 0 0 / 0.1);
--shadow-md: 0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1);
--shadow: 0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1);
--shadow-sm: 0 1px 2px 0 rgb(0 0 0 / 0.05);
--shadow-xs: 0 0 0 1px rgb(0 0 0 / 0.05);
--shadow-2xs: 0 0 0 1px rgb(0 0 0 / 0.03);
--spacing: 1rem;
--letter-spacing: 0em;
--shadow-offset-y: 0px;
--shadow-offset-x: 0px;
--shadow-spread: 0px;
--shadow-blur: 0px;
--shadow-opacity: 0.25;

Copilot uses AI. Check for mistakes.
--color-shadow-color: var(--shadow-color);
--radius-2xl: calc(var(--radius) * 1.8);
--radius-3xl: calc(var(--radius) * 2.2);
--radius-4xl: calc(var(--radius) * 2.6);
}

@layer base {
Expand All @@ -130,5 +220,6 @@
}
body {
@apply bg-background text-foreground;
letter-spacing: var(--tracking-normal);
}
}
41 changes: 11 additions & 30 deletions backend/api/v1/model_routes.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -27,31 +27,18 @@ def generate_answer(request: GenerateRequest) -> Dict[str, Any]:
"""Perform RAG and generate an answer for the given query."""
try:
vector_service = get_vector_service()
# Search for documents relevant to the query in the chat's collection
# Single retrieval pass: fetch broader candidates, then post-process and rerank.
search_results = vector_service.search_documents(
request.chat_id,
request.query,
top_k=10,
)

search_results = vector_service.search_documents(request.chat_id, request.query, top_k=3)

# Apply post-processing to each document's text beforehand
for doc in search_results.results:
doc.text = _post_process_context(doc.text)

# Save top 3 retrieved documents to a text file
try:
with open(r"d:\pointerRAG\retrieved_docs.txt", "w", encoding="utf-8") as f:
f.write(f"Query: {request.query}\n")
f.write("="*40 + "\n\n")
for i, doc in enumerate(search_results.results, 1):
f.write(f"--- Document {i} ---\n")
f.write(f"{doc.text}\n\n")
except Exception as file_err:
logger.error(f"Failed to write retrieved docs to file: {file_err}")

context_str = "\n\n".join([doc.text for doc in search_results.results])

search_results = vector_service.search_documents(request.chat_id, request.query, top_k=10)

# Extract initial retrieved texts
retrieved_texts = [doc.text for doc in search_results.results]
# Post-process all rerank candidates for consistency.
retrieved_texts = [
_post_process_context(doc.text)
for doc in search_results.results
]

if retrieved_texts:
# Rerank down to top 3
Expand All @@ -64,12 +51,6 @@ def generate_answer(request: GenerateRequest) -> Dict[str, Any]:
context_str = ""


with open("retrieved_docs.txt", "w", encoding="utf-8") as f:
f.write(f"Query: {request.query}\n\n")
# Write the top 3 documents to a text file for verification
for i, doc in enumerate(top_docs):
f.write(f"--- Document {i+1} ---\n{doc}\n\n")

if context_str:
generation_service = get_generation_service()
ai_content = generation_service.generate_answer(request.query, context_str)
Expand Down
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